{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 前言\n",
    "## pie函数参数解读\n",
    "plt.pie(x, explode=None, labels=None, colors=None, autopct=None, pctdistance=0.6, shadow=False, labeldistance=1.1, startangle=None, radius=None, counterclock=True, wedgeprops=None, textprops=None, center=(0, 0), frame=False)\n",
    "\n",
    "* x：指定绘图的数据；\n",
    "\n",
    "* explode：指定饼图某些部分的突出显示，即呈现爆炸式；\n",
    "\n",
    "* labels：为饼图添加标签说明，类似于图例说明；\n",
    "\n",
    "* colors：指定饼图的填充色；\n",
    "\n",
    "* autopct：自动添加百分比显示，可以采用格式化的方法显示；\n",
    "\n",
    "* pctdistance：设置百分比标签与圆心的距离；\n",
    "\n",
    "* shadow：是否添加饼图的阴影效果；\n",
    "\n",
    "* labeldistance：设置各扇形标签（图例）与圆心的距离；\n",
    "\n",
    "* startangle：设置饼图的初始摆放角度；\n",
    "\n",
    "* radius：设置饼图的半径大小；\n",
    "\n",
    "* counterclock：是否让饼图按逆时针顺序呈现；\n",
    "\n",
    "* wedgeprops：设置饼图内外边界的属性，如边界线的粗细、颜色等；\n",
    "\n",
    "* textprops：设置饼图中文本的属性，如字体大小、颜色等；\n",
    "\n",
    "* center：指定饼图的中心点位置，默认为原点\n",
    "\n",
    "* frame：是否要显示饼图背后的图框，如果设置为True的话，需要同时控制图框x轴、y轴的范围和饼图的中心位置；\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "# 刻度大小\n",
    "plt.rcParams['axes.labelsize']=16\n",
    "# 线的粗细\n",
    "plt.rcParams['lines.linewidth']=2\n",
    "# x轴标签大小\n",
    "plt.rcParams['xtick.labelsize']=14\n",
    "# y轴标签大小\n",
    "plt.rcParams['ytick.labelsize']=14\n",
    "#图例大小\n",
    "plt.rcParams['legend.fontsize']=14\n",
    "# 图大小\n",
    "plt.rcParams['figure.figsize']=[12,8]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图 默认椭圆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "# 绘制饼图\n",
    "plt.pie(x,labels=labels)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-正圆"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "# 绘制饼图\n",
    "plt.pie(x,labels=labels)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-显示百分比"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%')\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-设置文本标签的属性值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'})\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-分离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iUihUZkUA7Mi+gLbRyZFJW5Uy54eDeOPMytU+5sv0zOoGg7rXvibSywLCFpy2fe/F89TtvHL85PSeM7re267NEbredtXkByZ3MKoqxC5jtMFLgPwG23nB7yDReGI48G+C9ftuJ+Cx9BZhIuJTkP5xi5hhR8YAd+Ntdi45VBrufceA+U0p7vrYK6NH9Ji5/fAbr+BuNzLE0Irev3bH0d5/xuTcFF0XuHbtTNA1E9v1tuv+a15v4we7aVY2QF4F7AyN9Q9gdIbGyqQ9gIei8YSuNhTxSWVWipsdKQH+C4wwHUU8H3/Tybdvb2Jhs8voQRY/27u7ZH69xCuz266/+r87upYnNHfA3GVead10aIiwBW/O7GT20hRPpLcC23xYiDe+7mBOY4qjttSsbEAsBk7KxHG10XjiIuAw/5GyZn/gvmg8ob+kRHxQmZVidwXmLwoR4LxHm9np5kZi1y/j3dkpxg0N8b/vDWR4j62zGtPLYNd0kVZJyKIyPZnbdRHYwFKLQ8eVMLvRZfQ1jdz0bjvlJXDY5iX86bU2LtllACEDBzRIr87Cdr70O0g0ntgW+H0G8mTbocCd0XhCrwyJrCOVWSledmRn4GemY4jnhnfaeXtWavk61n2jYUYPWvFHVEfK++zA3q8ZW66yzCumi1u677vliHJqxpVgARtWWzx4wkDaO+G5hk5O276UR6e2s8XfGtnoz0u59V3tbW/ILdjOvX4HicYTA4G7gAH+I+XEMUB9NJ7Q72SRdaDX1aQ42ZGBeBeF6N9AQMy4tIrXZnRy98ft3D+5g5vebeeFLzt59YzK5etjS0MW4DKwdM2zqKXpStDU3r0TwnqVIR49aSCNbS5V6bL7gydbOH27UibPS3HkXc2kuzJnPtLCkAqLY8avpTVLJk0GLs7QWP8HbJmhsXLlZKAlGk+c1VBXo9OMRPpBfwVKsfojsLnpENJtTHWI47Yu5d7jB/LoSRWELfh0QYraB5uXP6ayjysLu0ppc/uqn+sqsktaXf71QTvf36WMf33QRsqFq/cZwG1HeNfj/OP9Xr5YsqUVOBHbafI7UDSeOB44w38kI84ArjIdQiTfqMxK8bEjhwDnmY4hq3fouFK+v7PXXB+d2sHspd7a12HpGdqvnF7Ose1hUXq3gjUtg735nTYO3qyEMdWh5bsknDWhlFO3K6W8BJJzfV9/JH33I2znQ7+DROOJKHCT/zhG/TwaT5xiOoRIPlGZleJiR4bjnfIlAfftzbpXgExd4JXNjSLej6wvFq++zC5qdmlJbzE7aDUzuR0pl7++2b0d17z0rgfDB1pYlsWQcot5TXqlN0cewXb+6neQABxXm0m3ROOJvU2HEMkXKrNSbG4CRpoOUeye/byDX77QytM9DjZYWaTHpTsl6Z9UXXvIvj1r9bOmr33dPWZX+V3ZvZ90MHZIiB1GeeO1drrp50mvzQ2zvBBLVs0CTsvQWDawW4bGMq0MeCAaT4wzHUQkH6jMSvGwI6cCR5uOIXDPx+1c+Xwrlz/Tsvxgg5W91aOwbj7M+1F14CbebO3ni9zVFtpnPvfuLy+BLYf3/iPuz6+3rnB0bVn68Iau3RLaO2GANkrKtq7jahf4HSgaT+wD/MR3omAZCiSi8cRQ00FEgk5lVoqDHRkN/MV0DPF8J+btEvDenBT2862rfH5Rs8ufXvO2x9p74zAjKr0fVTttEGaLdLH9RS9ft7DZpf4D78KtfaJhBpSsumj25a86WNzi7THbZcRA73Hzlrm4rsuiFpcRldp3NsvqsJ3n/A4SjSeGAbdTmL/PxuHN0OpQBZE1KMR//CK9uRaoNh1CPPtES6gZ55XJq19sY9I9TTw9vYNpC1MkprYz8Z/L+MpxKQvDnw5a8bTPi3fxfq8/9lkHP3yqhfb0EoGFzS7H/dc7OQzgvB17//3/p9fauHTXMqweV4fF1vN+FN7ybjv/fL+dlg6Iraep2Sx6DfhFhsa6DdggQ2MF0d7ALaZDiASZtbqX+EQKhh35NvCE6RiyIqfFpeaOJl6Z0ftygcHlcMcxFRwybsW9XjtTLgfd3sT/vvC+bvQgi82HhXhnVidL02cdHLFFCQ+dOHCVMacvTLH7bctouLiKih571b7xdQe73dpEz5+G/z2ugmO30j6zWeAA22E7DX4HisYTFwK+Lx7LE1c21NX80nQIkSBSmZXCZkfKgY+ATU1HkVV1plxufa+d+g/a+XBuJ+2dEB0c4ogtSrh01zJGDer9xaOmdpfzEy3LlxT0dNSWJdx+dMXyU8B6uuujdhoWp4jvuerBUA9NaedHT7fS3OHy870HcPYEvbKbJSdgO/f4HSQaT2wDvAGUr+2xBcIFjmmoq3nQdBCRoFGZlcJmR64CrjQdQ7LjnVmd3P5hO18sTjGqyuLYrUrZfxMd6hZgt2E7vg80SB9X+zYw3n+kvLIY2KGhruYL00FEgkRlVgqXHRkHJMmf89lFCtkUYEdsZ5nfgaLxxE3AWf4j5aV3gD0a6mpWvQJSpEjpAjApZNehIisSBK3AdzJUZI+leIsswATgT6ZDiASJyqwUJjtyAnCg6RgiAsDl2M77fgeJxhMbATdnIE++uyAaTxxvOoRIUGiZgRQeO1KN95LmKNNRRIRHsZ3D/Q4SjSfCwAvAHv4jFYSlwISGuprPTAcRMU0zs1KIrkJFViQIZpO542p/gYpsT4OAe6PxRLHs5iCyWiqzUljsyFjgfNMxRIQUcAq2M9/vQNF4YiJwhf9IBWcb4G+mQ4iYpjIrheZqQBuEipj3B2znWb+DROOJoRTucbWZcEY0njjFdAgRk/TDQQqHHdkGOMl0DBHhDeBnGRrrVmBMhsYqVNelL44TKUoqs1JIfov+nxYxbQlwErbT4XegaDxxHnCU/0gFbxBwi+kQIqboF78UBjuyN3Co6RgiwrnYzud+B4nGE98CrslAnmJxYDSeONt0CBETVGalUPzOdAARoR7budPvINF4ogK4C9CV+v3zx2g8sbHpEACWZYUsy5pnWZZrWdajpvNIYVOZlfxnR44CdjUdQ6TITQUuzNBY1wBbZ2isYhKk5Qa7AMPT7+9nWVaFyTBS2FRmJb/ZkTDwa9MxRIpcG95xtY1+B4rGE0cD5/qPVLQOiMYT55gOAdT0eL8C2NdUECl8KrOS774HbGU6hEiR+wm2867fQaLxxIZ4uxeIP3+MxhNRwxlq1vKxSMaozEr+siMlwJWmY4gUuceBP/sdJH1c7e3AEN+JpAq4NRpPWCae3LKs0cB2K92tMitZozIr+ex4IGo6hEgRmwOciu24GRjrZ8DeGRhHPPthbrlGz+L6i/TbjS3L0jpoyQqVWclnPzIdQKSIucD3sJ1v/A4UjSf2BH7uP5KspC4aT6xv4Hm7yuw04KZe7hfJKJVZyU925CBWfRlLRHLnj9jO034HicYTQ4D/AGH/kWQl1XiHyeSMZVkDgP3THz7luu4cIJn+WGVWskJlVvLV5aYDiBSxt4ArMjTWzYCOYs2eU6PxxE45fL6JeGt2AZ5e6e3ulmUNzmEWKRIqs5J/7MgEvPVgIpJ7S/G24Wr3O1B6C6lJ/iPJGljAX3N4MVjX7GsH8L/0+0+l35YA385RDikiKrOSj35sOoBIETsP25nud5BoPLEVGdgFQfpkF6A2R8/Vdaz4G67rLkm//yLQmn5fSw0k41RmJb/YkU3QTI6IKf/Gdv7jd5BoPFGOd1ytToXKnd9G44nqbD6BZVlbAJulP3zbsqwxlmWNAYYBXfsQH2JZlrqHZJT+h5J8cxm6UETEhM+A8zM01p+AWIbGkr4ZSfb35e4563oxMKPHbbf0/cOBnbOcQ4qMyqzkDzsyHDjNdAyRItRO5o6rPZLMlWLpn4ui8cQWWRy/r0sItNRAMkplVvLJmehlSRETfortvON3kGg8MQa4LQN5ZN2UAn/JxsCWZQ0C9kp/eJ/rutbKN2BW+vMqs5JRKrOSH+yIhVdmRSS3nsRbFuBLNJ4I4R1XO9R3IvHj29F44tC1P6zfDsIry9C9e8HKurbo2j595K1IRqjMSr7YF9jUdAiRIjMXqM3QcbVX4O1BKub9OgtbdfWcbV1dme15fzYKtRQplVnJF5qVFcktF6/IzvU7UDSe2B34hf9IkiHbAcdnajDLsizgkPSHn7mu27Cahz6N9/8VaKmBZJDKrASfHRkKHGM6hkiRuQbbedLvINF4YjBwB9qFJGiujsYTmfpvMgFvtwRY/awsruvOA95Pf3hA+uhbEd9UZiUffBfQDz2R3Hkb+EmGxroZ2DhDY0nmbA6cmqGx+rLEoEvXH0hVaNmJZIjluplYCiWSRXbkQ7QnpUiuNALbYzvT/A4UjSfOAm7yH0my5EtgXENdje+jiUVM0sysBJsd2RkVWZFcuiBDRXY8cG0G8kj2bEzmZmdFjFGZlaA7y3QAkSJyO7bzL7+DROOJAXjH1Q70H0my7KfReKJ07Q8TCS6VWQkuO1IFnGg6hkiRmE7mTub6I7BNhsaS7IoCtaZDiPihMitBdgzeRQIikl1dx9Uu9TtQNJ44HLjQfyTJoZ9G44kS0yFE1pXKrATZCaYDiBSJn2E7b/kdJBpPjAb+kYE8kltj0atgksdUZiWY7Mhg4EDTMUSKwNPAH/wO0uO42mG+E4kJl5gOILKuVGYlqI6m+5xvEcmOb4DvZei42p/gHTst+WlCNJ7Y03QIkXWhMitBlbGjFkWkVy5wKrYzx+9A0XhiN8D2nUhM0+ys5CWVWQmqT4CZpkOIFLBrsZ3H/Q4SjScieMfV6gKi/HdUNJ7QaW2Sd1RmJZhs5zJgQ2B34E9Ag9E8IoXlXSCeobFuwtveSfJfGPi+6RAi/aXjbCV/2JEdgGOBSXjniotI/zUCO2A7n/kdKBpPnAHc4j+SBMhiYMOGuppG00FE+kplVvKTHfkWXqmdhI67FemP07Cdf/odJBpPbAm8g075KkQXNtTVXGc6hEhfqcxK/rMj4+iesZ1gOI1IkN2B7Zzsd5D0cbWvA9v5jyQBNBXYsqGuRgVB8oLWzEr+s53PsJ3fYjs74m3+fRnwKt7V2iLi+Rw4L0Nj/R4V2UK2OXCo6RAifaWZWSlcdmQ03pG4k4C98C5uEClG7cCe2M6bfgeKxhOHAY/4jyQBl2ioqznMdAiRvlCZleJgR0YAR+EV2/3QgQxSXH6C7dT5HSQaT4wCPgSG+48kAdcBbNBQV/ON6SAia6NlBlIcbGcetnMztnMwsD5wKt7sUqvRXCLZ9wzwO7+D9DiuVkW2OJQAJ5kOIdIXKrNSfGxnEbZTj+0cAYwAvgPcBzSZDSaScfPI3HG1l+O9qiHFo9Z0AJG+0DIDkS52ZCBwMN5ShMOAarOBRHxxgcOwncf8DhSNJ3YBXkanfBWjbRrqapKmQ4isicqsSG/syADgALwtv44AhpoNJNJvf8F2LvE7SDSeqAbex9spRIrPnxrqan5oOoTImqjMiqyNHSkB9sWbsT0aWM9sIJG1eg/YFdtp8ztQNJ64EzjRf6TCtOyTFyhdbyxlwzcyHSVbZuOdCNZpOojI6qjMivSHHQkBe+LN2B4DbGA2kMgqlgETsJ1P/Q4UjSdOA27zHynz3M525vznctpmT2Xjyx9d42Pn3vUzWr58f42PGbjlXow48vIe43ew+JU7aPzgScKVQxiy35lURFfcWjfV3srMG05n5Hf/SOmQUev+zQTfIQ11NU+YDiGyOroATKQ/bCeF7byI7VwEbAjsBvwR+MJsMJHlLspQkd0c+GsG8mSc67oseOKvtM2e2qfHt82d1u/nWPzKnSx57R5STQ7t8xr45r827fNnrPCYZR89y4AxWxV6kQVdCCYBp8X8IuvKu0L89fTtR9iR7ek+VncLk9GkaN2F7fieSY3GE2XAXUCl/0iZ5bopFj51Pcs++l+fHt++aBaplkYARp3xd0JlA3t9nFU6YIWPl338PwiFWe+4q2ie9gZL33mEZVNeZPCeJ6dzuCx5+yGGHXKRj+8mbxwZjSeqG+pqlpgOItIblVmRTLGd9/DWKl6BHdkar9ROArYxmkuKxRfAuRka63fA9hkaK2NSbc0sSPyZpqmv9vlr2mZ/BkC4alif17Wm2lroXDKP0uEbUxHXJvDyAAAgAElEQVTdjtCASpa+88gKM7PN094kNKCS8jFb9++byE8VeNcL1JsOItIbLTMQyQbb+RjbuRrb2RbvnPOfAG8bTiWFqwM4Cdtx/A4UjScOBS72HymzOpbOZ3b9JTRNfZWSoWOI7HZCn76udY5XZstGbtrn50q1LgMgVF61wtuu+wGWvPUA1Tsd1ecxC8CRpgOIrI5mZiVvxOpjFwGH4x1w8ECyNjnXcKS+sZ3PgDqgDjuyMd6FY8firbe1TEaTgvELbOd1v4NE44mRwD8J4P+XHYtm0bFwJhXjdmXYoZfQ/Fnfvt2udbVlI8f149nSF0Zb1opv01rnTKPD+YaBW+zRjzHz3kHReGJAQ12NTk2UwFGZlXxyLLAX3v6v18XqYy/jFdv7k7XJr40m6yvb+RL4M/Bn7MhovJfuJgF7A2GT0SRv/Q/vjyVfovGEBfwb71S8wAkNqGTYYZdRtfW+ff4aN9VJ29zPARiwwfi+P1d6XW3XTKzbNVNbVgGkZ2UnHI4VKqp/spV4J8A9bjqIyMpUZiUvxOpjw4Hde9wVwiuAewPXxupjbwL3Avcla5P5sbOA7cwCrgOuw46MwHsZ71i8XxilJqNJ3pgPnILtpDIw1o/x/lAMpLL1N6Vs/b4vFQBon/8VbnsLAC1ffoDz0u20L5qF295CeNAwyjfejkE71FA2IrrC14UGDCRcNZSOhTNpXziT5uneCqGSoRvQsWQ+LV+8x7CDLsjI95VnDkdlVgJIZVbyxWGsfubSAnZJ3/4Qq4+9hzdje1+yNjklR/n8sZ15wC3ALdiRwXinjk0CDgLKTUaTQDst/UeRL9F4YmfglxnIEyits7p3KFvy+n8BCA0cjBUupWPRbBoXzabxgycZss+pVO98zApfO3CLPVj6ziPMuvmc9D1W+r6HqfzWfoQG9L4rQoE7HDjfdAiRlanMSr7oz8UH26dvv4rVxz6he8b2w6wkyzTbWQz8C/gXdqQKqMGbsT2EAG6VJMb8FdtZ82kBfZA+rvZOCvDVgNZZ6b9lQ2Eiux3PoO1rCFcOBqBt7nQWPnU9rbOmsOi52yhdb5MVDkUYvHctqdZlLPv4eULlVQzZ/yxKh25AY/IZRtVeS+vMKSx8+no6GhdQPeEIqnc9DssK3FLjTBsTjSe2b6irec90EJGeVGYl8GL1sQq8Gcp1sRVwJXBlrD42je4Z27cylS+rbKcRuBu4GztSARyMN2N7OFBtMpoY9QHwowyNdT2wSYbGCpTyMVthlZRREd2egZvvtsLnytbflPVO+CWz6y+lY+HXOK/csUKZDZWVM7zmBww96HyskjIsK8SStx+mfONtwbKYe/cVuO3etVCLX/wXVriU6p2Pzun3Z8gReFsQigSGtuaSfHAAkInX9DYDLgfejNXHGmL1sWti9bE9YvWx/JhOsZ1mbOcBbOe7eBfp1AD/ABaaDSY51gSciO34vqo8Gk/UAif5jxRMVdscxLCDzl+lyHYJlVUQ2WUSAK1ff0JH46r/lEKl5VhWCNdNsfSdh6ne6SiapryE295K1XYHs95xV4EVojH5TFa/lwA5wnQAkZWpzEo+yMYPz42BS4GXgZmx+th1sfrYvrH6WH5cnmw7bdjOY9jO6cD6wIHADUB+bFcmflyM7fheCx6NJ8YBf8tAnrxWNnKz5e+3z52+2sc1TX2NcOVQBozegrZ5DQBUfesAKjaZQMmQUbQv/Bq3syPbcYNgh2g8sYHpECI9qcxKPtg/y+OPwruo4X/A7Fh97OZYfezgWH0sP9YQ2k4HtvMMtnMeMBqYCPwfkB/blUl/3IPt3OJ3kB7H1Vb5j5Tv3OXvdaaPve3N0rceXH5IQmeTdzZFaKC30idcPghSnSscqlDgDjMdQKQnrZmVQIvVx0YBY3P4lCOAM9O3xbH62CN4F5A9laxNtuQwx7rxtmh6EXgRO3IJsDPdx+oW5LrIItIAnJ2hsX4L7JChsQLJ7WyndeZkOpYuWOPetO0LZi5/P1w+qNfHtM76lM5li6jYfFfvjs52gO59ZsPer1K3oy0DyfPCfsCNpkOIdFGZlaAzecTOYOCU9K0xVh9L4F1A9liyNhn8KRjbcYE30rcfY0e2p7vYbmkymvRbJo+rPRhviU1Ba/7iPebddzVWyQAGbrbLarfSaprykveOFaJs9Oa9PmbJmw8waMcjsaz0i5kh70UbN9XpfZxeXmCF8+PFnAzYy3QAkZ60zECCbve1PyQnqoATgHuAebH62AOx+tjJsfpY/uwoYDvvYTs/w3bGA1vj7fKQH9uVyVXYzmt+B4nGE+sD9QTwuNpMK994W0Llg3A7WnHeuLfXxzRPf4umqa8CULHZzoQrVv3n3OF8Q8tXH1IVO3D5feH08oJUerlBZ8tSsEKEyotm1caoaDyx2dofJpIbmpmVoAvi4ecVwFHpW1usPvYM3oztQ8na5AKjyfrKdj4BPgF+iR3ZjO4Z252M5pLePA/8xu8g6eNq/wWs53esfBAqHUD1rpNY/Pw/WfLaf7FKyhi0/aGEK6pJtTTSmHyGRS/803tseRVD9jmt13GWvP0QVdscRKis++yS0vSJYY0fPUuqtYmORbMpHTYGK1xUv1L3AqaZDiECYLmuu/ZHiRiQ3l/WIX82c+8AXsBbY/tAsjaZfzsL2JGNgGPwDmnYnSKYwQu4BcC22M7MtT5yLaLxxI+A3/uPFAyNyWdY8Ni1AGx8ee9nR7ipThY8di3LPn6u+85w6fI1rwAlQ8cw4ogfU7b+qkvKU61NzLzxTEad9n+UDBq+/P4O5xtm3XIebkf37miD9zmdyC7HrDJGAftnQ11N738BiOSYyqwEVqw+tjdeOcxHKeAVug9pyL+dBezIKOBovBnbiaz+OGHJniOxnYf9DhKNJ3YEXiV//jBcq76U2S5NU19j6buP0jp7Km5nB+GBEcpGbsbALfagcvze3RdyraTlqyRNU19l6AHnrPq5rz9h4dM30Nm4kEE71BDZ/YTuNbXF4fOGuppNTYcQAZVZCbBYfewnZODl1QBwgTfpLrafG87Tf3ZkON6RwsfibZVWMKUowK7Ddi70O0g0nhgEvIt3aIhIJm3QUFczy3QIkaJa4CN5JygXf/llAbukb7+P1cfexyu29yZrk743v88J25kP3Arcih0ZjHec7iTg20D5mr5U1smHwA8zNNbfUZGV7Ngbb79iEaM0MyuBlD5idj4w1HSWLPuE7hnbD0yH6Tc7UgUcijdjeyhQaTZQQWgCdsR2JvsdKBpPnIJ30ZdINvy9oa7mAtMhRFRmJZBi9bHxeEWvmEwD7sebsX3LdJh+syMVeDO1k/BmbiNmA+Wtc7Cdm/wOkt466V2g95MARPz7qKGuJmY6hIjKrARSrD52BuD72M489hVesb0PeDVZm0wZztM/dqQMOACv2B4JDDMbKG/ci+0c53eQaDxRinfB147+I4mslgsMbqirWWI6iBQ3rZmVoAri/rK5tBFwSfo2J1YfewBvy68XkrXJTqPJ+sJ22oDHgMewI+fg7YYwCW93hJEmowXYV8BZGRrrN6jISvZZQAxv5xYRYzQzK4EUq499CvR+tmRxmw88hDdj+0yyNtm+lscHix0J4f2hMglvP9sNzQYKjE5gIrbjuxRE44mDgCfQHsGSG+c31NVcbzqEFDeVWQmcWH1sODDPdI48sBh4BK/YPpmsTbYYztM/dsTCO3Gs6/SxYt6z8hfYztV+B4nGE+vh7YSwvv9IIn1yfUNdzfmmQ0hxU5mVwInVxw4HfG8UX2Qa8V7Wvw9IJGuTywzn6T87sh3dxXa84TS59AKwH7bja110+rjax4CDM5JKpG9eaair2dN0CCluWjMrQaSrY/uvCjg+fWuO1ceexCu2jyRrk47RZH1lO+8D7wM/x46Mxyu1xwLbGs2VXQuB7/otsmk/QEVWck8/r8U4zcxK4MTqY7cBOvM7M9qAZ/GK7YPJ2uQCw3n6z45sSveM7c6G02Ta0djOg34HicYTE/B2LyjzH0mk38Y21NU0mA4hxUtlVgInVh97Ae9kGcmsDryXtO8DHkjWJucYztN/dmRDvAvHjsU7IS5kNpAv12M7vtcaRuOJKrz9ZMf5jySyTo5oqKt5xHQIKV5aZiBBVMwXAmVTCbB/+va3WH3sVbpPH5thNFlf2c4M4C/AX7AjI/G2+poE7AOEDSbrr4/wlgVkwnWoyIpZ2+BdjCpihGZmJVBi9bFyvOM8ta1Q7rjAW3QX2+mG8/SfHRmOdzjDJLyyHuSX25uBnbCdj/0OFI0nTgZu9x9JxJd7GupqTjAdQoqXyqwESqw+thXg+5e8+PIB3gEN9yVrk5NNh+k3OxLBO053Et4FUeVmA63iPGznBr+DROOJTfAumNNxtWLa5Ia6mq1Mh5DipTIrgRKrjx2BdyiABMNkumds3zcdpt/sSBVwKF6xPRRv1weT7sd2JvkdJH1c7csU3gVxkp/agfKGupr8OnZbCobWzErQaL1ssIwHfgb8LFYfm053sX3TbKw+sp1G4B7gHuxIOfBtvGJ7BBDJcZoZwJkZGutXqMhKcJQCo4CZpoNIcdLMrARKrD72N+AC0zlkrWYA9+OV21eStcn8mpGxI2V4a2sn4a21HZ7lZ+wE9sV2XvI7UDSeOBB4Eq0rl2DZvaGu5jXTIaQ4qcxKoMTqY4+jjd/zzRzgAbxi+3yyNtlpOE//2JEwMBFvu6+jgZFZeJarsB3b7yDReGIE3nG12cgo4sd3Gupq7jIdQoqTyqwESqw+9hmwmekcss4W4K15vg94JlmbbDOcp3/sSAhv/9pJePvZbpSBUV/Cm5X1VfLTx9UmgEMykEkk0y5vqKv5vekQUpxUZiUwYvWxMN62RaWms0hGOHh7T94HPJGsTbYYztN/dmQnvBnbSazbeu5FwLbp/XF9icYTlwLX+B1HJEuua6irudB0CClOKrMSGLH62Fjgc9M5JCuWAY/hbfn1WLI22Wg4T//ZkW3xSu2xeBfG9cUkbOd+v08djSe2B14n2PvnSnF7tKGu5nDTIaQ4qcxKYMTqYwcAT5vOIVnXgncB033Aw8napGM4T//ZkfF4xXYSsN1qHnUjtnOu36eKxhOVeMfVbu53LJEs+rChrmZb0yGkOGlrLgkSbctVHMrxdhA4EmiL1ceexSu2DyVrk/ONJusr25mMtz3Wr7Ajm+Ktrz0W2Alvl4GPgUsz9Gx/Q0VWgi8T68tF1olmZiUwYvWxPwA/NJ1DjOkEXsArtvcna5NzDOfpPzuyIV6xfRbb+cjvcNF44jvAHb5zieRGpKGuZonpEFJ8VGYlMGL1sduBk03nkEBIAa/SXWy/Mpwn56LxxFi842qrTWcR6aNYQ12N7z/iRPpLywwkSHTGvHQJAXumb3+O1cfewiu29yZrk9ONJsuBaDxRAtyJiqzkl2wfPiLSK5VZCZIq0wEksHZK3+pi9bEP6D5W9xOzsbLml8AupkOI9FOuj4gWAVRmJVg0Myt9sW36dnWsPjaF7hnb983GyoxoPLE/8GPTOUTWwWDTAaQ4qcxKkGhmVvprS+AK4IpYfexz0jO2wJvJ2mTeXRAQjSeGA//GW2Yhkm80MytGqMxKkGhmVvzYBPhR+vZ1rD52P94hDa8ka5Mpo8n67p/AKNMhRNaRyqwYoTIrQaKZWcmUMcBF6ducWH3sQbwZ2+eTtckOo8lWIxpPXAzUmM4h4oPKrBihMitBojIr2TASODd9WxCrjz2EV2yfSdYm24wmS4vGE9sBvzOdQ8QnlVkxQvvMSiDE6mPlQLPpHFJUHOBRvGL7RLI2aeT/v/Rxte8AW5h4fpEMurehruY40yGk+GhmVoJC62Ul1yJ4h3ScDCyL1ccewyu2iWRtsjGHOf4PFVkpDJqZFSNUZiUotMRATKoEjkvfWmL1safwiu3Dydrk4mw9aTSeOAE4PVvji+SYyqwYoTIrQaGZWQmKcuCI9K09Vh97Fq/YPpisTc7P1JNE44kocGOmxhMJAJVZMUJlVoJCM7MSRKXAwenbDbH62It4xfb+ZG1y9roOmj6u9g70y18KS5npAFKcVGYlKDQzK0EXBvZN3/4aq4+9Svexul/1c6yrgN0ynE/ENB32IUaozEpQaGZW8okF7JG+XROrj71Fd7GdtqYvjMYT+wLx7EcUybmw6QBSnFRmJSg0Myv5bKf0rS5WH/uQ7mL7cc8HReOJYcDtaAZLCpP+vxYjVGYlKAaYDiCSIdukb1fF6mNT6C627wH/AEabDCeSRZqZFSN0aIIEQqw+Vot3Lr1IQQp1uNN/fNegaVvMbtnAdBaRbOgIhRbv+uE7e5nOIcVHM7MSFE2mA4hkU6rE2vR3Jy8de/6jqRf3/sjd09LPXyk8s0wHkOKk9S0SFCqzUvBcywpdd3h4n19+J/RpR4gZpvOIZFin6QBSnFRmJShUZqVofBQNbX3GxeHIzKG8ajqLSAZ1mA4gxUllVoJCZVaKSnO5VX3pOSW737Nn6GUXlpnOI5IBmpkVI1RmJSj0y1yK0r17hfa87MzwNy2lTDGdRcQnlVkxQmVWgkIzs1K0vh5hjT390vAmH21sveCCtpiRfKVlBmKEyqwEhcqsFLWOsFV29UnhidcdFno7BfNN5xFZB+2mA0hxUpmVoFCZFQFejIV2Ou/CcGrxQN41nUWknxaaDiDFSWVWgkJlViRt0SBrvbMvCm//3DbWC65muyR/6BUFMUJlVgIhWZvsQL+0RbpZlnV9TXji1SeFpnaE+Mp0HJE+UJkVI1RmJUg0Oyuyko83Dm19xsXhwV8P4xXTWUTWQmVWjFCZlSBRmRXpRXO5Vf2Ds0v2uGvv0CsuNJrOI7IaKrNihMqsBInKrMga3L9HaI/LzgzPbyllsuksIr1QmRUjVGYlSFRmRdbi6xFW9PRLw5t+GNWetBI480wHkOKkMitBstR0AJF80BG2yn71nfDEvx4ReidlqUBIYGhmVoxQmZUg+dp0AJF88vLWoR3PvTDMokreMZ1FBJVZMURlVoLkC9MBRPLN4iprxDnfD+/w7Lbak1aMU5kVI1RmJUgaTAcQyUuWZd14aHiifXL4s44QX5qOI0Vp2fgpk1tMh5DipDIrQaKZWREfJm9kbXXGJeGhM4ZrT1rJOc3KijEqsxIkKrMiPjUPsAZddlbJHndMDL3i6qJKyR2VWTFGZVaC5Eu01ZBIRjy4e2iPH5wVXthcxiems0hR0K4aYozKrARGsjbZCsw2nUOkUMwcbm18+iXhce+P1Z60Jjy2ZAnTWltNx8iVr0wHkOKlMitBo6UGIhnUGbZKf3NieOJfjgy9Wyx70ra5Lid82cBWn07p0+Mb2tr46exZ7DN9GttO/ZRvfz6d6+bPpzWV6vXx7a7LtfPmsee0zzjqiy94ddmyVR7Tkkrxm2/mUmZZvr6XPKJT6cQYlVkJGpVZkSx4davQhHMuDLOwirdNZ8km13X5xZzZJFv6dmH9201NTGr4ggeXLOGbjg7aXZcZ7e1ct2A+p82YwbJU5ypf8/f587lp4QIWdnYyta2Vc7+ewfSVZmAfdBx2qKhgo7KyjHxfeaBvfzmIZIHKrARNg+kAIoXKqbJGnHtheMLT21kvuNBmOk+mpVyXq+fO5aElS/r0+Ia2Ni6Y+TXNrsugUIgr11+fx8ZuwvUbjGGj0lLeb2nGnjN3la97eIlDCXDrmA05efAQOoDHl3Y/p+u6/GvRImqHDM3Qd5YXNDMrxqjMStBoZlYkmyzLuvmQ8MRffDc8vT1UOH88LkuluHTWTO52Fvf5a/4w7xuWplKUADeP2ZATBw8hWlbGxKoqbhqzIQMsi8TSJbzX3LT8a5pSKWZ3dDC2bAC7VVZyZKQagOlt3X8bPLeskUHhEBMGDszY9xdwTWjNrBikMitBozIrkgNTNrTGn3FpePiXI/J/T9q57e0c19DA042NjC0r49xhw9b6NZ+1tvJcYyMAxw8ezDYVFSt8fqOyMg6r9orq3Yu7C3JjetlBddj79VkdCnv3d3avr61fuJBTi2tW9tPxUybrAkMxRmVWgkZlViRHWsqsqh+dWbLH7fvm9560X7a30dDexn5VVdyx0cZsWFq61q95cVnj8vePjQzu9TFHVUcAeKXHBV5uurJ1XdbV9dZNbxbxSUsLM9vbOWjQoP59E/lNSwzEKJVZCZqvgVWvuBCRrHl419Ael5wdXtRUxsems6yLqlCYupGj+NsGY4iEw336mqnpC7aGhMNsMWBAr4/ZqrycELCgs5P5HR3ec6VnZJemdzroeluVnqH9x8KFfHfIUMLFs4sB6OIvMUxlVgIlWZvsAGaYziFSbGYPszY645Lw5u9tkn970m5VXs4RkUi/vmZuu1dONx8wAGs1xbMiFGJESQkAM9vbAagMhRkRLqGhrY2GtrblM7wbl5Uxp72dV5qWcWw/sxQAzcyKUSqzEkSfmw4gUow6w1bpb08IT7z2qNC7KYtvTOfJpibXm1EdXbLmJQmDQt6vya4yC3DQoEG0ui6HfvE5/zd/Plb6vtsXLeLI6mqq+jg7XEA0MytGqcxKEL1vOoBIMXttfGjCOd8Phwp5T9qO9OLXitCalwNUpMvskh77zV46YgRHVlcTBgaHw/x25CiiZWU8sMThu0OG8kFzM5MavmCvaZ9x44L5uG5eTXT3Vycw1XQIKW4lpgOI9OJ10wFEip1TaQ0/98LwsDOeSr1w0LvubhYU1O7/pemlBeXWmud0uh7XkuoupANDIX47ajRXrj+SAZZFyLL496KF7DJwICHg9Blf0ZwusH+ZP58BVohThxbs7gZfjJ8yueD2LJb8oplZCSKVWZEgsCzr1m+HJ/78lPDn7eHC2mmkYi0ltktXh21xVz3atiIUImRZpFyX29OHJDyxdAnNrsvxkcHcOGYMIeABx8lg8sDRelkxTmVWAidZm5wBzDSdQ0Q8U8dYW55+SXi9hvV42XSWTBmcXtc6u6N9jY9z0ssL1rQY4ZnGpYwoKWHbiorluyQcHYmwV2UVG5WW8UVbK+2Fu9RAZVaMU5mVoHrDdAAR6dZaZlX++IySPf+1X+hVF/p2XmyAjSr1Vtl93b76Muu67vItuSpDq/91Wb+w++jahZ1e+e0qy4PDYTqApZ0Fu+Ng0nQAEZVZCSotNRAJoEd3Ce1+8TlhJ1/3pO2ydXk5ANNaW2lNrbqEALwjarv2kR21ml0PPmhuZn5nB/tXVQHQlp6BLUlP5Xa9bS3cmdmCma2X/KUyK0GlMisSUHOGWhuefml4i3c2s15wofcmGHC7DqzEAppdl+d7nAbW02tN3Sd/bZkuvyv756KFnDJkCKH0hWJdF4x1pLtr19uywjxEYcb4KZMbTIcQUZmVoHob6DAdQkR6lwpZJb87LjzxmqND76cs5prO01/DS0rYfWAlADcsWLB8q64uba7LnYsWA7BJWRkb9HJE7sz2dt5sauKYHsfhDk0vL1iUXlawuLOTMFBdmHvPvmQ6gAiozEpAJWuTzcCHpnOIyJq9sWVoh7O/Hy5ZMIi3TGfpr1OGDAHg09ZWfjJ7Nk3pJQXNqRRXzJ5NQ7u349QJgwf3+vX/XrSQSZEIA3uspx2XPhr3QcfhpWWNfNXextiysuUztgVGZVYCQWVWgkwXgYnkgSWV1rDzLizZ6fEJ1osutJrO01d7V1VxZHU1AImlSzjg8+mcNuMr9v98Ooml3jVu3yov58TBQ1b52sbOTh5esoSTV/rcwYOqKbcs7nEWc87XX5MCjirc421VZiUQVGYlyLRuViSP/OOg8N4/+164oT2cP0dS/2rkKE4fMpQw3pKAN5qaWJxeIrBDRQV/32BMr7Oqk1tbOWxQNeuvtPxgg9JSbhmzIVsOGMCwcJjvDxvOqUMK8sCEBcAnpkOIAFgFfsye5LFYfWxz4FPTOUSkfwa0uU1X3d757iZz2dN0lr76oq2VBxyHL9raqA6F2beqiv2rqrAKc3lAJjw0fsrko0yHEAGVWQm4WH1sAVCQ0xoihe7QN1Ov1j6b2tqCgn2dvYhdNn7K5GtMhxABLTOQ4NO6WZE89djOod0vOie8dNkAbaxfgLReVgJDZVaCTutmRfLY3KHWmDMuCY9/a1z+7kkrq2gE3jMdQqSLyqwE3aumA4iIP6mQVfKHY8MT/3hM6INOizmm84hvr42fMln7gEtgqMxK0L2ENwsgInnurS1C2599UbhsfjVvms4ivmiJgQSKyqwEWrI22Qo8YTqHiGTG0oHW0PMvKNk5sWN+7UkrK3jRdACRnlRmJR88aDqAiGRW/YHhvX9aG/6yLcx001mkX1rQhbkSMCqzkg8SQLvpECKSWdNHW5uffml41PSRetk6jzw9fsrkFr+DWJb1vGVZbo9bm2VZcyzLesuyrD9ZlrVdJsJKcVCZlcBL1iYXA8+bziEimddWag38yWkle912YOg1FxzTeWStHsrSuKXA+sCOwA+Ady3Lut2yrIosPZ8UEJVZyRdaaiBSwJ7YMbTbRedqT9qASwGPZGHcDYFNgD0BG1gEWMDJwOOWZamryBrpfxDJFw8BOq5OpIDNHWKNOeOS8FZvbG49rz1pA+m18VMmf5PpQV3X/dp13S9c133Fdd2rgK2AyelPTwQuyvRzSmFRmZW8kKxNzgTeNp1DRLIrFbLCf5oU3uf3x4Y+7LSYbTqPrCAnr5C5rjsHOInuP2gusSzLysVzS35SmZV88oDpACKSG++MC2139kXhAfOqdeV8gORsuZfruu8DL6Q/3BjYNVfPLflHZVbyidbNihSRpQOtoRdcULLLIztbL7rellBizsfjp0yeluPnfLzH+xNy/NySR1RmJW8ka5OTgU9N5xCR3Pr3/uG9f3pqeIb2pDXqbgPPObnH+98y8PySJ1RmJd9ka1sYEQmw6aOscadfGh792WidPmWIiTI7q8f7Qw08v+QJlVnJN1o3K1Kk2qHcPHsAABlpSURBVEqtiitqS/a+5aDQ6y4sNp2niLw/fsrkqQaed1mP96sNPL/kCZVZyTdvgK5wFilmT00I7fr988LLGsv50HSWImFiVhZW3J5NuxnIaqnMSl5J1iZd4GHTOUTErG8GWxuceXF469e2tJ53odN0ngJnqsxW9nhfp8PJaqnMSj76r+kAImJeKmSF/3x0eJ/fHRv6qNNaYX2lZM5b46dM/sLQc6/f4/0FhjJIHlCZlXz0P8DUD1cRCZh3x4W2PeuicMXcCK+bzlKA/mPwubfs8b6WlMhqqcxK3kkvNbjFdA4RCY7GgdaQ759fsutDu1ovutBsOk+BaALqDT7/QT3e1+EZsloqs5Kv/gF0mA4hIsHyn33De//k1PDMthJyvcF/Ibpz/JTJRnaNsCxrC+DA9Icfua77rokckh9UZiUvJWuTs4FHTecQkeD5fJS12emXhDf4dAPtSevTdSae1LKsYcAdQGn6rl+byCH5Q2VW8tlNpgOISDC1lVoVP/9eyd43Hhx6w4VFpvPkoTfGT5n8Xi6eyLKsMZZljbUsazfLsq7AO/lrh/Snb3Rd965c5JD8VWI6gIgPTwJfARuZDiIiwfTs9qFdPhxrzar7R+dXg1rY1nSePPL3HD7XjF7uawGuBupymEPylGZmJW8la5Mp4FbTOUQk2OYNtkafdXH4W6+M1560fbSA3O8t2w7MBV4ErgQ2cV33t67rujnOIXnI0v8nks9i9bHRQAPda6tERFZr2+mpD+P/TQ0Lu2xgOkuA/WH8lMk/Nh1CpK80Myt5LVmbnAXcazqHiOSHDzYNbXPWxeHKOYO1J+1qpIAbTIcQ6Q+VWSkE/2c6gIjkj8YKa/BF55Xs+sBu1kvak3YVT46fMvlz0yFE+kNlVvJesjb5OvCm6Rwikl/u3Ce81+WnhWe1lvCZ6SwBkssLv0QyQmVWCoVmZ0Wk3xpGWpuefml4wynakxa86w8eMx1CpL9UZqVQ3APMNh1CRPJPe4lVfuX3Sva+4ZDQGylYaDqPQTeOnzI5ZTqESH+pzEpBSNYm29FFCyLiw/+2C+1ywfnh1iUVvG86iwGtaKtDyVMqs1JIbsDbaFtEZJ0siFijzro4vM1LW1kvuPD/7d15lFxlgffx7+3q7AsJCSSRyBIYXwJeQFBeWSSj4zYCOr6KovjOHXYOKMiAM4qoqDgOszgq7nCUevU4LsOrvoIgzIjsDsvM6A10s2RASEJIOlt3pzu91X3/uJ10YrpDlqp+6lZ9P+f06a7O7Vu/Pien+tdPP8tg6Dzj6FuL29vWhA4h7QnLrBpGmqSrcfGCpL2URVHL9e8oLfnce1vahlpYHjrPOOgF/iZ0CGlPWWbVaD4PdIUOIan4freoJT7v0tKMF2bzYOgsNfb1xe1tq0KHkPaUZVYNJU3SDuCLoXNIagybpkT7XHZR6wk3nxjdl0FP6Dw1sAn429AhpL1hmVUj+geae0WypCr74ZLSyR85t7Sqr5UnQmepsq84V1ZFZ5lVw0mTtBO4LnQOSY3luf2jRWdfXjr48Zdzd+gsVdIF/H3oENLessyqUV2P+85KqrLB1mjSNR9oXfK1t7U8VIG1ofPspS8tbm8r+vcgWWbVmNIk7QWuDZ1DUmP69dEtx19ySWmgcwr/GTrLHtoI/GPoEFI1WGbVyG4AngkdQvVhw282sHmF2xCretbOjOaff1np6HuOjH5dwD1pv7C4vW1D6BBSNURZloXOINVMXI4T4KbQOZR78ScvsuZna5h10iwWnr9wh39/5u+fYdNjm3Z6j32O34eXX/zyrY+zwYzVP13NurvX0bpPKwvet4DpR07f7msq/RWeuOIJFn1iEZP2n1Sdb0baRvxMZenHflSZ1Vphx//Y9WcdcMji9rbO0EGkanBkVo3uu8DjoUMIep/tZc0tO180vfnZ3R85Xf2z1ay5ZQ1DXUP0Le/j91/4PZtXbn+f9fetZ9orpllkVTPpIS2vPO+y0oyV+/JA6Cy74B8tsmokraEDSLWUJmklLsefBP4ldJZmVhmosPyG5TA09jV9L/YxtCm/4LDPHUZpSmnU66KJ0XaPNzywAUpw8BUH0/kfnaz713Vs/PeNTH7nZACyLGPtHWs54JwDqvPNSGPomRzt8+ELW088496h+959X/aqCKaFzjSKDuDLoUNI1eTIrBpemqQ3A4+EztHMVt+8mr4VfTu9pveZXgBaZ7cy+YDJTNh3wqhvrdNHfgev9FUYWDvApAWTmH7EdGafNBuAvpUjz9X1X12UppaY9op67BVqRD9+XenkK88trd48oS73pL1ucXtbd+gQUjVZZtUsrg4doFltenITHb/sAKA0Y/TRVhgps1MOmrLL9x7qyUdyS1Pz+7ZMy1/SKr2Vrdd03N7B3LfM3b3Q0l56fv/okHM+XDp46YHRPaGzbKMdR2XVgCyzagppkv4SqKcfKk2h0ldhxY0rIIMZx85gxlEzxrx2a5k9ZNfL7FbRlnf5B1sWtvY+28tAxwAzXzNz9+8p7aXB1mjSZ84qnfLV01oeruR/3g/t4sXtbf2hQ0jVZplVM7mCnc7aVLWt+sEq+lf30zqzlQPOHnvOalbJ2Pz7fNHW1D+ausv3b5k8PBLbk4/EDvUOj9QOz7ftuL2DOW+aQ9QSjX4DaRzcHbe85uJLSkMbp/IfAWN8b3F7210Bn1+qGcusmkaapI/gn9jGTffSbtbdtQ6AA849gNYZY6837VvRR6UvL6Tdj3ez7NpltH2wjcfOf4wn//pJVpZXsvn5HXc6KE0p0Tqrlb5VffSt6qPrt10ATJw/kYF1A3Qv7Wb2ktk1+O6k3bNuZjTvgktLx/w6ju4OsCftBuDKcX5OadxYZtVsrsaDFGpuqGeI5d9eDsC+r9+XGUePPb0AoGdZz9aPO27poPfpXmiBaEJE/4v9rLtrHU9/6mk6btvxL7UzXz2TbCDjqY8+xer/uxoi2OfV+7D2zrXMOmnWmLsiSOMti6KWr51WWvLZ97U8MdjCc+P41B9f3N724jg+nzSuLLNqKmmS9gAXhc7R6F743gsMrhtk4ryJzD9z/ktev7XMlmC/d+zH4V8+nMVfXswRXzuCQz99KFMOmwIVWPXDVXQ/tv1C7PlnzGfWSbOgBUrTSyw8fyET509k/X3rmfOmOfQ83cPTn3qa9kvbWf3z1XhQjEJbenDLkedeVpq1Ys647En7MPCNcXgeKRhPAFNTisvx/wH+d+gcjajz0U6eu/45KMGijy9i6qKRObDLb1jOhvs37HAC2Pp71tP7bC/Tj5zOzON2XKw1tHmIZdcso39VP1NfMZVFVy3a4ZpKX4VoQkTUErH2zrVsemoT8987n6c+9hRZ/8jr3Pwz5zP3re5uoPrwrvsq97/n3soxNdqTtgIcv7i97dEa3FuqG47MqlldDuz8OCrttsHOQVaUVwCw/9v3367I7szsU2bzsj9/2ahFFqA0ucR+p+4HQM+TPQxsGNjhmpZJLUQtEVklo+OOfDuuzoc6yfozZv/xbA76y4Mgyk8Dk+rFzSe3nHTFeaXVmyfQVoPbf80iq2ZgmVVTSpN0LfDh0DkazcrySoY6h5iyaAr7nb5fVe895eCRLbu27Hwwms5HO5kwawJTD53K5uX5dbNPns2Mo2Ywcd5E+l7oIxv0L1KqH8v3iw455/LSoelB0d0ZVOs/5yrcX1tNwjKrppUm6feBX4TO0Sg2PLiBzkc7iUoR886Yx+CGQQbWDWz3VunPdyyo9Fe2fm7LdlovZdspUVuOvR3N2l+uZc5b5gAw2JUvGt9yWENpegmGRg5bkOrFYCma+Nn3l5Z85fSWRytRVf5qdMXi9raNVbiPVPfG3itHag4XAY8D00MHKbrupfnCrGwo49nrnt3ptZ0Pd9L5cCcAc0+by/QjpzO4fpBZJ84a82v6V43s9V6aPvoOBT3LehjYOMDMY/PpCtlAXoC37DMblfL3lYHKqF8vhXbvK1tevfSgaPV13xl6dNYmjtvD2/zb4va271c1mFTHHJlVU0uT9HngqtA5mln30m6eve5ZVty0YqejtBsfGh5kimDKotFPCeu4vYO5b547Ul5bh08Eq+SlNhvK37dM8KVP9Wv9jGj/Cz5UOvZXR0V3Z7DjBPGd6wcuqUUuqV45MivBV4H3ASeEDlJkC89fuN0OBaMZbTeDSn+FJy5/gqFNQ3Tc2sG8d8/b4eu6fttF5yP5SO6MY2bQOn3Hl67+jn42tW9i4XkjGbYc1DDUNQTzYKh7KN/Ca6p7z6rORVH0jVNLS+55Zfb41T8YmtZa4aBd/MprFre3PVHTbFKdcXhCTS9N0gpwHvmIhsZZy8QW5p6ab5W15tY1rP5/qxnszue6Dm0aouOXHflWX0BpWon57x1939q1d6xl9utm0zJp5GVt0sJJQL6DQdfvuuh/sZ9JCyZtHbGV6t3jB0VHnPvh0r7Pz+X+Xbj8HuC6WmeS6o37zErD4nL8aeCToXM0srH2mc0qGStuXMGGBzZs/VzUGm2368CkBZNYeNFCphy04xSDod4hnvzIkxz22cOYMHvC1s/3d/Tz1FV/sM/se+cz90/dZ1bF884HKvefeXfl6Gj0Of4bgaMWt7eN58liUl1wZFYa8TnyxWAaZ1FLxMILFnLghw5k2hHTaJmcvzS17tvKjGNnsPCChRx27WGjFlnIt+qadcKs7YoswMS5Ezn4Iwcz+cDJlGaW2P+d+2/d6UAqmp+c2HLSFeeVOnpH35P2YousmpUjs9I24nJ8NPAgMHprkqTASkPZwEd/XHngqGeyUyKIgO8vbm87K3QuKRTLrPQH4nKcADeFziFJO3PSY5VHLr6l0jKhwhvcU1bNzDIrjSIux98Czg+dQ5J2YhBYkibpA6GDSCE5Z1Ya3YcAzzSXVM+utshKlllpVGmS9gHvBtaFziJJo/gF8HehQ0j1wGkG0k7E5fhPgVvJF1lIUj1YDhyTJuna0EGkeuDIrLQTaZLeBlwbOockDRsEzrTISiMss9JLuwa4I3QISQI+kSbprpwGJjUNy6z0EoaPu30/4IbkkkK6FY+rlXbgnFlpF8Xl+HjgXmBi6CySms5vgdelSdoVOohUbxyZlXZRmqQPAZeHziGp6TwPvM0iK43OkVlpN8Xl+LvAB0LnkNQUOoGT0yRNQweR6pUjs9LuuxDwB4ukWhsA3mWRlXbOMivtpjRJe4C34YIwSbV1QZqk/xo6hFTvLLPSHkiTdDnwZmBN6CySGtKn0yS9KXQIqQicMyvthbgcHwfcBcwInUVSwyinSfoXoUNIReHIrLQX0iR9FHg7sDl0FkkN4d+A80OHkIrEkVmpCuJy/A7gZqAUOoukwlpKvnPBxtBBpCJxZFaqgjRJfwacB/jboaQ9sZJ8L1mLrLSbLLNSlQwv1rgydA5JhdMNnJom6fOhg0hFZJmVqihN0i8Anw+dQ1JhDAJnpEn6X6GDSEXlnFmpBuJy/A3ywxUkaSwDwFlpkv44dBCpyByZlWrjYsAfUJLG0gf8L4ustPccmZVqJC7HE4Gfkx+uIElb9AB/libpnaGDSI3AMivVUFyOpwF3AieEziKpLnSRL/a6N3QQqVE4zUCqoTRJN5GPzDoCI2k98EaLrFRdllmpxtIk7QZOBf45dBZJwawB3pAm6UOhg0iNxjIrjYM0SQeAs4Avhc4iady9ACxx+y2pNpwzK42zuBx/FPeilZrFc8CfpEn6dOggUqOyzEoBxOX4bOAGoBQ6i6SaWUY+teC50EGkRmaZlQKJy/HpwA+BKaGzSKq6NvLFXitDB5EanWVWCiguxycCtwCzQ2eRVDW/Bd6UJuma0EGkZuACMCmgNEkfAE4GlofOIqkq7gJeb5GVxo9lVgosTdLHgROB9tBZJO2VLwFvTpN0feggUjNxmoFUJ+JyPId8ysFrQ2eRtFs2AxekSfrd0EGkZmSZlepIXI6nki8KOy10Fkm75HngnWmSPho6iNSsnGYg1ZE0SXuAdwCfAIYCx5G0c/cAr7bISmE5MivVqbgcv578CNx5obNI2sFXgcuHT/eTFJBlVqpjcTmeT15o/zhwFEm5PuDiNEm/HTqIpJzTDKQ6libpKuCNwN8A/uYphbUCWGKRleqLI7NSQcTl+K3A94A5obNITegB4F3Dv2BKqiOOzEoFkSbp7cCrgAdDZ5GazLfID0KwyEp1yJFZqWDicjwB+FvgL0NnkRrcJvJFXjeEDiJpbJZZqaDicvxnwHeAWaGzSA3obuCcNEn/O3QQSTvnNAOpoNIk/SlwHOAel1L19ACXkk8rsMhKBeDIrFRwcTmeBPwd8EH8BVXaG/eQj8YuCx1E0q6zzEoNIi7HryVfqBKHziIVTA/wMeD6NEn9oSgVjGVWaiDDi8OuAD4JTAkcRyqCe8lHY58OHUTSnrHMSg0oLseLgK8Dbw6dRapTPcBV5KOxldBhJO05y6zUwOJy/H7gn4D9Q2eR6sh9wNmOxkqNwcUiUgNLk/T7wOHAjXgcrtQLXE5+JK1FVmoQjsxKTSIuxycD3wSOCJ1FCuBXwEVpkj4VOoik6rLMSk0kLscTgb8CPg5MDhxHGg9Lgb9Kk/S20EEk1YZlVmpCcTn+I+AbwBtCZ5FqZAX5rh43ucBLamyWWamJDS8QuxY4JHQWqUo6yQ8R+ac0SXtCh5FUe5ZZqckN7017AXA1MD9wHGlPDZDPCf9MmqRrQoeRNH4ss5IAiMvxVOAy8jm1swLHkXbHvwAfc4cCqTlZZiVtJy7Hs4G/Bi7FU8RU3+4HrkyT9Dehg0gKxzIraVRxOV5APkp7IZZa1ZcngI+mSfrT0EEkhWeZlbRTcTmeB1wBXAxMCxxHza0d+ALwnTRJB0OHkVQfLLOSdklcjueSn570QWBm4DhqLncAXwRuT5PUH1qStmOZlbRbhufUXgZ8CNg3cBw1rl7ge8AX0yR9PHQYSfXLMis1kCiKppOPnp4BLCLfruhR4OtZlt1czeeKy/Hk4ee5EDipmvdWU1sJfBX4Zpqka0OHkVT/LLNSg4ii6H8AtwKHjnHJTcB5WZYNVfu543J8JPletX+O23ppzzxCPpXgR2mSDoQOI6k4LLNSA4iiaA55GTiYfDT2WuBmoAScQz4tAOBTWZZ9plY54nI8BXgP+WjtCbV6HjWMIeAn5FMJ7g8dRlIxWWalBhBF0VeAS4Yfvj/Lsn/+g3+/ETgX2Ay8PMuyjlpnisvxUeSjtR8A9qn186lQNgI3AtenSfr70GEkFZtlViq4KIr2BVYBE4B7syw7ZZRrjgSWDj+8KMuyb45XvuGTxc4kH609fryeV3WnG7gF+BFwW5qkmwPnkdQgLLNSwUVR9BfAd4YfXphl2bfGuK4LmA58O8uyc8cp3nbicnwMeak9C5gRIoPGVQ8jBfYXaZL2Bs4jqQFZZqWCi6Lo28DZww/jLMuWjnHd0+SLw27Nsuy08co3mrgcTwJeD7wdOB1YGDKPqqoX+AV5gb0lTdKewHkkNTjLrFRwURT9Bvifww+nZlk26uhXFEWHA5OBrizLlo1Xvl0xPGK7pdgeB0RhE2k3bQZuIy+wP0+TdFPgPJKaiGVWKrgoilYCC4CNWZYVflusuBy/DDiNvNz+CXkBV/3pA25npMB2Bc4jqUlZZqWC22Yu7KosyxaEzlNNw4vH3kQ+YnsaMC9soqbXBvwKuAu4M03SzsB5JMkyKxVdFEWD5PvJPp9l2YGh89RKXI4j8t0QTgfeALwKR21rbRkj5fWuNElXBc4jSTuwzEoFF0VRNzANWJ1lWdOMXMbluBWIgdeQl9zXAEeSF3vtvkHgd8CDw2/3pkn6XNhIkvTSLLNSwW0zZ3ZzlmVTdnLd74BXAHdmWXb6eOUbT8PTEo5l+4I71vG+zW4tI8X1AeBhF25JKiLLrFRwURTdB5w0/HB+lmUvjnHdltL74yzL3jNe+UKLy/G+5KV224I7P2io8TMIPAM8CTw1/P5J4Mk0SZ8PGUySqsUyKxVcFEXXAx8cfnhalmW3jnLNFGAT+ZZX/5Bl2UfGMWLdicvxLOBA4KDh9wf+weMFQEuwgLsnA1awTVFlpLj+d5qkgwGzSVLNWWalgoui6I3AncMPb8qy7OxRrnkL+TZKAO/LsuwH45WviOJyPAE4gLHL7n7ki88mA61VfvpBYOPwW+c2H2/7tgF4lry0PuXBBJKamWVWKrgoiiLgceBw8iJ0SpZlD27z763kq9FPBrqBBVmWdYfI2ojictzCSLGdtIsftwJdjFJULaaStHsss1IDiKLotcA9wATy0byPA3eQjyBeA7xx+NKrsiz7fIiMkiTVgmVWahBRFL0V+CEwc4xLbgAuyrKsMn6pJEmqLcus1ECiKJoPXEl+sMCBQC/wEPCVLMtuCZlNkqRasMxKkiSpsIqy9YwkSZK0A8usJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpMKyzEqSJKmwLLOSJEkqLMusJEmSCssyK0mSpML6/718hu18o85PAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "#0.1表示将B那一块凸显出来\n",
    "explode = (0,0.1,0,0) \n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "# explode=explode 将B那一块凸显出来\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'},explode=explode)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-阴影"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4XaK8ITRNM7sGoqwRCqiL/EXSVzetsq61yMJqdj2jWSSuofHmHrywMwFFAtbWKJhYKOGVXXE8+FYcCQ0osgu8eoUTY52Hz5L+/qUoPnNHL2JDzHWtDyi4dYMdyscC7Wdu78X/tUc/+rjABmz7vAvFjoGxv3l/H6IJ4L/W2NL7xVJKDvRrX3Nv6rox2fONdrUXKgVlqwqXnbdeyKoZ39sPADi1o7Wp24RrE41qfB2NyBAKqAGnikuvXGJdxCCbed99qB8v7ExgrFPg2Yud2HK2Az840Yb7znHiwc86YFOAvb0arvpr/2Hn/f2dGM4xguw4t8D/nWbHa59z4vdn2DHWKXDn1hiufujwc/pjGv74ShSFNuDJC504vU7B/j7grtcGZoS7Ixp+9UIUX2wcTjdTGindEe3BVIKsYR4keYl33oYFJgVZAFgF4EFfS9tILG8gyisMs0QAQgG1GMDnv7vMOqfILtjJJ8P29mr44ZP6K643n2zDtNLDX+5f5lNwzjT9pf4/vz4QODVNwxf+os+eFtqAv53nxKeCKvzFMjZMUXH7BjsA4D8fj6Bj/8C07Rv7EojEgYXjFcytkD9aRvDKroHn/Or5CFZMkFFdwB+L2cJoV7shlTEc/sYyAOd55pxaIzsLKtNUWrLmAvirr6Wt0OQ6iEYV/tSmvBcKqBYAl18yS51ZWyJPNruefPDQWzF4rAINZRJODgy9PrWmSP/xtPvgwFKov2yL4fmdegC9crEVEwsP/xG2cLyClRNkRBN6OD1kf58+RqFNHPa203g8oenh+ivzOCubLRKapiU0nIVw595kxzDa1V5iGz+t1FpR15jG8lIxDcC9vpY2j9mFEI0WDLOU14ydCzYurZYXrPUryfZmp+N0er2KnV9z48kLnUd8ztvGzGqFe2Dta5uxLEAWwHkNQwfPc2fo4fjeNwbP6OpvD22OcOjtoZh8x6sxlLskNFbynths0RPB9+3Xd/01xWHWS3ZvwDXjxOXCjK0xjmwOgLt9LW1H/gYgomFjmKV8t6jSI0KXz7EskbLrl11eUOWh/8l3H0zglpf1MBoaNHP7zw/1gDujTEKRfehzZ4/Tlyy0f5DAoRtcPdbDZ2IPvT30+H/9I4KvzOesbLboiWgvuq3iG6mM4fA3TgFwUsHCjbMl1eZOU2nptBDAnb6WNt5tSJQihlnKW6GAOkGRcP7VS63z7Spb1WaLlz+MY81vDmJvr4ZxboHvLBkIme916WF2eumR97o/tDyhNwZ80KOH1klFEmQBPPV+HDsOJHCPsRXY5GIJT74Xw87uBE6p5axsNojGtYMWGetTbFdbAOBS1/QTqxRvqT+N5aXbSgC3+Vra+JcUUQoYZikvhQKqF8AXPjfXUlfmksaZXQ8Bl/25F3P+uxvBn/XguR0J+Isk/PWzDpQM2jqr21gGe7SbtBRJwGlM5h66CcyhCqzzK9jRrWHcf3XjF89FYVOAkyYruPGJCL7UaIXEifmsEInjQvW6rreTPd/hb5QAnK+OnVhunzg7E+1q020dgN/5Wtoy2Y2MaFRjmKW8EwqoCoCL51bIvmU+eY7Z9ZDupmejeGZ74qN1rMt9Msa5D/8RFUvon3Uco6eB06IH0/19A4/dHLKhya9AAKjyCPzpLAeiceChjjjOa1Dx59eiCPy4G+O/fwC/fI5725vhQL/2O+cNXb9LcZhVQrXO9M45NdPtatPpNACbfS1t/J1MlAS+rkb56BSHiumfn2tZLAnBXx5Z4t0vu/DEu3H8/uUobn81hl88F8Ujb8fx+AXOj9bHqpIAoMGhHn0WVTX+qx6MDuyEMNYp4c+fcqA7osFlhN2v3NuH82eoeHVXAutv6YWRlXHhXX0otAucVsdOYCOlN6q97baKC1MZw+Fv9EFvVztVsjlzbYu9TwPo87W0XdTR2sRuRkTHgb/IKa+EAmo9gJNbFllrvTbBzcuzSKVHwplTVNy6wYE/f8oOWQBb9yTQ/KeBDqbOYa4sPBRKe6Of/NyhINvVr+F/X4zi840W/O+LESQ04NplVvwqpN+P8z8vDHEyZUQ8ocWMdrUHkx3DaFd7uSOwsMwyxjeS7WrT6QIA15hdBFGuYZilvBEKqG4AF6/zK+4ZZfIss+uhI1vnV/H5uXpy/fNrMew4oK99LTZmaN/pHKKP7SD7jN0KjrYM9r+fjeDEGgWVHumjXRIumqXi3BkqbArQ/kHS9x/RcToYxbet3+t6MdnzjXa1n1K8pdXOuiUr0liaGa7ytbSdY3YRRLmEYZbygrGf7KfGOETxZ6erJ5hdDx3bmpqBVVCv7dHD5niv/iPrrf1HDrP7ejX0GVvMuo8wkxtLaPjRUwPbce0ydj0ocQgIIVBoE9h1kK/0joTuiPaQe1PXf6Q4zFxI8lLvfFPb1abTzb6Wtly4eY0oKzDMUr6YA2DhtxdbZztU4TK7mHz34JsxXPdIP+4f1Njg47yDIoli/KQ6tIfsM9uPPGv6xHsDYx4Kvx936ysxTCiUMLNcH68/rhnXMdbmyvgoEFPm9Me0vS6LODOVMRz+xlIAF3jmnDJJdhaa3a42XSwA7vC1tGXztmJEWYNhlka9UEAtAXD+OdPUkklFUq3Z9RDwh5ejuPrhfnzzgb6PGht83NODAuvkYv1H1QkT9dnaN/dpRwy0D7ypP25TgNqSoX/Eff8f/Ye1rrUYzRsO7ZYQjQPWXLkPPkclNE2L6+1q9yQ7hsPfqAK4xDo+ONZaUT/aOvgVAWjztbQVmV0IUbZjmKVRLRRQZQDnVXqEY32tkutr6UaNs4P6LgHP70wg/HD/Jz6/r1fDjU/o22MtqZYxxqn/qJpTISNgBNvvDnHe3l4Nm1/Ub9xa5pNhVT65aPbv78Swv0/fY/aQMQ79ebt6NGiahn19GsY4ue9sJvVE8EPH9V0PpDhMSLJ76twz1q7Isna16eKHPkPLpgpER8EwS6PdMgBTvzLfMssii9Gwlm5UWOZT0OTXw+S1j0Zw+h8O4v43Yti2N4G216JY+usevNOpwSIDN64+vNvnFxv13+t3vx7D1+7rQ9RYIrC3V8OZf9Q7hwHAZbOH/v1/4xMRfHmeBYOzT3Cs/qPw5uei+PULUfTFgOBYTs1mysGo9k+3VXw9lTEc/sZ6ACHvgo0zs7RdbbosAXCz2UUQZTNxpJf4iHJdKKBWArimya84Lplt2Wh2PXS4zj4NTb89iMfeHXq5QIEN+O1pdqz1H77XazyhYfVvDuKvb+nnjXMLTC6W8Oz2OA4YvQ5CAQV3bvxkh+I39iaw4Fc96PiiC/ZBe9U++V4M8395EIN/Gv7xTDvOqOc+s+kWjWsHAUxRr+vqSHYMo13tta7pa6Y4ahrz5RWXqztam64zuwiibMSZWRqVQgFVBXCJXUH07KC6xux66JO8NoFHznXg5yfZsKBKhsuir1MNFEv4+gILXrnc9YkgCwCyJHDX2Q40T9c/t/2Ahoc7BoLsKbUKfnuafchrPr09ji/PsxwWZAGgsVLBHWfZ4S+SUOkR+PlJNgbZDOmP4+IUg6wE4Fx17IRxOdKuNl2u8bW0nWJ2EUTZiDOzNCqFAuqJADZ+c6HFt3C8stTseigznt0ex2/+GcVb+xModwmcUa9i5UQ2NsxWB/q137s3daX0KonD37hKqNZzi1dfsUayuXKty1eq9gOY2dHa9JbZhRBlE4ZZGnVCAXUMgE1TxkjR762wXiRLgosfiUzWG9XesauiHuHOnmTHMNrVXl2w+JwGy9gJM9JXXU55FsDCjtamT94BSZSnuMyARhWjOcLZAOKXz7GsZpAlMl88ocVkCaekGGQdAC5zTF5QlsdBFgBmAbjR7CKIsgnDLI020wDMPnuqWlzllSaaXQwRAQej+I7luq7nkz3faFe7UfaMrXbWL12extJy1RW+lrYNZhdBlC0YZmnUCAVUO4BzC2zoXF+r8KYvoizQHdEedm/q+rcUh5kDIS0vmH/WAiGrtmM/PS/czA5hRDqGWRpN1gHwfrGRLWuJskF/TNuXxna1E2VXYVWaShsN3ABu9bW0MdxT3mOYpVEhFFArADQFiqWeGWXSHLPrIcp3RrvajQh37k52DKNd7UXWqqml1sop89NY3mgxDcCPzS6CyGwMs5TzQgFVAnAOgL4LZqpLeNMXkfl6Ivix4/qu+1IcJiTZ3PXuhnXLR2m72nS4wNfSdo7ZRRCZiWGWRoO5AOrmVshicrEUNLsYonx3MKq95LaKr6QyhsPfWAcg5F24caak2jxpKm20+omvpW282UUQmYVhlnKacdPXpwF8cM40daXE2RsiU0XjWq8qYT3CnbFkx3D4G70ALnNNW12hFpQH0ljeaOUGcLPZRRCZhWGWct1yAM4TJspjqgsk3tlLZLL+OC5Vr+t6M9nzP2pXO8ZXbp80h937hu8EX0vbxWYXQWQGhlnKWaGA6gGwHsAHG6aoq8yuhyjfHejXbnXd0PW/KQ6zXCiWOZ65py0VkszexMfnP30tbdVmFwEAQghJCLFLCKEJIf5sdj00ujHMUi5bA0A5o16ZUOqSKs0uhiif9cW099xWcV4qYzj8jdUAPu2dt6FOtrnGpKm0fJJNyw0aAZQY768QQtjNLIZGN4ZZykmhgFoC4ERFws6TJ6srzK6HKJ/FE1pcEjgF4c7uZMdw+BvtAC6z++eVWkonzkxjeflmla+l7RKziwDQNOh9O/QlYUQZwTBLuSoEIHHONHVKoV1wBofIRAejuNpyXdezyZ5vtKs9S/aMmeCqX84/TlP3n76WNp/JNTQd42OitGGYpZwTCqiVABarEnaumqjwBhEiE3VHtL+5rWJTisPMhpBWeuef1SgUtqtNAxeAX/pa2kzZ3UUIMQ7AjI89zDBLGcMwSzklFFAFgNMA9J81Va13W0WB2TUR5av+mLbfZRFnINypJTuGw984FsCFntnrJyiuoqy4eWmUWAHgUpOuPTi4ftd4Wy2EmGJGMTT6McxSrpkEYCaAD1ZOkBeYXQxRvtI0TUtoOBvhzg+THcNoV3uxtXLKWGvVVH4/p1+rr6Wt1ITrHgqz2wD8YojHidKKYZZyhjEreyaAnpMmKxOLHVKZ2TUR5avuCH5qv77rnhSHOUmyudiuNnM8AFJdAnJchBBWACuND+/TNG0ngHbjY4ZZygiGWcolkwAEAOxq8isLzS6GKF8djGqvuK3iy6mM4fA31gI4xbtgY4NksXvTVBp90rm+lrY5I3i9pdDX7ALA/R97u0AILg2j9GOYpVyyDkDvwiq5vMIjTTC7GKJ8FEtofaqEEMKd0WTH+KhdbfCEcWrhuNo0lkefJAD8aARvBjs0+xoD8Ffj/fuMtwr0/cGJ0ophlnJCKKBWAGgA8OFpdZyVJTJLXwyXq9d1vZHs+Ua72ma1ZPw4e83cZemrjI6iEUDzCF1rnfH2SU3Tuoz3HwXQb7zPpQaUdgyzlCtOABCtK5EKJhVJ9WYXQ5SPDvRrt7tu6PqfFIdZprerPX0J29WOqE2+ljZPJi8ghAgAqDE+fEYIUSmEqARQDOA54/G1QghmD0or/g9FWS8UUIsALAbwwdlBdb7EG0WIRlxfTHvfbRUpze45/I3jAXzaM+/MetnuHpum0mh4ygBcneFrDJ51/SKAdwcd843HSwDMzXAdlGcYZikXLAeAcpewTh0rNZhdDFG+SWhpbFdb01hqLZ3EdrXm+IKvpS2QwfGHu4SASw0orRhmKauFAqoL+g0DOzdOVWcqkuDLkkQjrCeCsOW6rmeSPd9oV7tBdpdMcE1ZwXa15lEB/DATAwsh3NBfQQOA2zRNEx8/AGw3Ps8wS2nFMEvZbj4ARQDRWeNkzuYQjbCeiPaY2yquT3GYWRBipXf+WfOEotrTUhgla42vpW3dsZ923FZDD8vAwO4FH3doi64Go+UtUVowzFLWCgVUC4AQgF1rapQJHqsoNLsmonwSiWv7nRZxeortasfgULtadzHb1WaH6zOwVdfg2dYjhdnBj2ciUFOeYpilbDYT+ubbvasmclaWaCRpmqbFE/g0wp0fJDuGw9+oALjYWlE31loV5JZ62WMGgA3pGszo3rbW+PB1TdM6jvDU+wEc+sOISw0obRhmKSsZrWtPBNBZ6hT2SYVSndlIxmw9AAAgAElEQVQ1EeWT7ghusl/fdXeKw5wk2VxT3DNPWsF2tVnnWl9Lm5ymsWZB3y0BOPKsLDRN2wXgBePDVUbrW6KUMcxStqoEUA1g/+n16jRZEun6oUtEx3Awqr3qtoovpjKGw98YgN6udgbb1WalyQDOTdNYw1licMi9xlsX9Na3RCljmKVstQB6O0TMreASA6KREkto/WloV+sBcLlz6qpxauE4vqqSva7ytbSpx37a0Wmads2gXQu2HOO53xr03GMFX6JhYZilrBMKqFYAywDsWlItVxTZBTdXJxohfTF8Tr2ua1uy53/UrrZ4/DiHv3FZ+iqjDKhG+mZniUzDMEvZaCoAG4DIiTUKZ2WJRsiBfu0O1w1dN6c4zFLIaqOn8fTFQpJTnvWjjPt2OmZniczEMEvZ6AQAB7xWWALF0lSziyHKB30xbXsa2tVWAfiMd96ZtbLdXZqm0iizfABS+u9OZDaGWcoqoYBaBiAAYN8ptWqdKguL2TURjXYJTYsDOA3hzgPJjuHwN9oAXGafNKfUWlYzK33V0Qj4tq+ljd0VKWcxzFK2aQSQAKDNHidPMbsYonzQE8G1tu91PZns+R+1q3UVT3BNXcl2tblnAoCNZhdBlCyGWcoaoYCqAlgFYFeJQ9gqPWKS2TURjXY9Ee0Jt1Vcl+IwDRBilXfBxnlCsbBdbW76ktkFECWLYZaySR30vQf7Tp6s1MqS4P+fRBkUiWudTos4LcV2tSUALnLPCvkUd7EvfdXRCJvla2lbZHYRRMlgWKBssgBAHwDM4hIDoozSNA2xBM5BuHNnsmMY7WovslbUldrGs13tKMDZWcpJDLOUFUIB1Q69JeJuAPiwR9vVE9GSvhmFiI6uO4KfO67vuivFYdYKqzPonnnSciEk/j7Jfaf4WtqqzS6C6Hjx7kXKFgEAMoA4AFz7SP99ArhvqU+uXDxeqa8tkercVlFgbolEo8PBqLbVbRVfSGUMh79xMoAzChZsnC5Z7PzeHB1kAJ8H8DWzCyE6HkLTkl4qRZQ2oYB6OfRmCR8e6TkLquTyZT65vq5ErvPaRPHIVUc0esQSWr+mIahe1/V6smM4/I1uANc6p66Y4gwsOiGN5ZH59gOo6mht6ja7EKLh4swsmc5YYjAbwFHX7j3+bnzH4+/GdwB4cPY4aeyKCUpd/Ri5nu1uiYavL4YvuG5IKcga7WqrKhz++cvSVxlliQLoTRR+YnYhRMPFmVkyXSigKgDOBzAH+stcEehrZ2PDOX/qWKlo9SSlfsoYqX6MUyrPXKVEue1Av7bFvalrfSpjOPyNSyGrFxWvuWKlbPeUpas2yiqvAajtaG1iQKCcwDBLWSMUUG0AJgOYCz3YqgCi0INtdDhjBIqlgtWTlLpgqVRX6hRVQoiM1UuUS/pi2g6bImoR7uxKdgyHv7ESwDXehWdPs5b5Z6exPMo+J3W0NrWZXQTRcDDMUlYKBVQLgBroobYRgA36TO0eAP3DGcNXINxra5S66WVyXZlLVEtMtpSnEpoWj8SxyPa9rn8kO4bRrvYq+6Q5090z1jalsTzKTm0drU0nmV0E0XAwzFLWM5YhTIK+ddcCAA7oLW93w9iX9ljGuYVjnV+pnVEm11e4xQQ2ZKB8cqBfu9a9qeu7yZ5vtKv9jOwqWle08uKQUCyONJZH2SkGoKKjtemIN+USZQuGWcopoYAqQ+8jPhPAQgBu6MF2D4De4Ywx1ils6/xKYGa5XF/lEZNkScgZK5jIZD0R7R9Oi1iQYpevGRDiK0UnXLZYcZf40lgeZbcvd7Q2/cDsIoiOhWGWclYooEoAqgFMB7AYQCEADcBeAD3DGaPQBss6vzp59ji5vrpA1CiSUDNWMNEIi8S1LossahHu3JHsGEa72uvcs0JT7L4Zi9NYHmW/FzpamxrMLoLoWBhmaVQIBVQBoBJ6sF0CoAR6sN0PYFidxNwWqGv9Ss2ccXLdhEJpskUW1owVTJRhmqahN4b1juu7tiQ7htGu9muWcYG53nlnrmeXr7w0raO1qd3sIoiOhmGWRh0j2JYDCEIPtuMwEGyHdSe3XYG8pkaZOK9Srp9UKAWsirBnrGCiDDjQr/23e1PXxamM4fA3niSsjrOLV1+xjl2+8taNHa1N7AhGWY1hlkY1I9iOhd5dbDH0ZQka9FDbabx/VKoEafUkxTe/Sq73F0m1dlU4M1kzUaoORrXXHKoIItwZSXYMh7/RD+DKwuXnz1aLKqeksbxRpeeVR6COnQBLyXizS8mUHdA7gsXNLoToSBhmKa+EAmoJgCnQg+1E4+FuAPswjGArCYiVE+Txi8Yr9ZOLpTqnRbgzVy3R8YsltH4A05Vru7YmO8ZH7WqnLK931i5enb7q0keLR7Hz/76JyI7XUP3NPx/1uR/c8h30vf3CUZ/jqF2MMeu/OWj8GPY/9lt0v3gvZGchCldcCLtvxmHnJKL9eP+m81H2mf+EWjiq+7Ws7WhtusfsIoiOhO1sKa9s2RrdDeARAI+EAmohgHoAiwAEAAgMBNvEUOcnNGj3vxl/+/43428L4C9LquXKJdVKXW2JVO+2Cr4MS6bri+FLrhtSCrICwDlKUWWFY/L85WksLW00TcOee36EyI7XhvX8yAfbjvsa+x/7Hbqe+AMAIHGwEx/+MYxx5/0IaknVR8/peelBWCvrR3uQBfT2tgyzlLUYZilvbdka3QfgMQCPhQKqB0Ad9O2+pgCQAByEvjPCkC+vaQAeeTv+3iNvx98DcP/8SrlsmU+urxsj1xfYRPGIfBFEg3RHtLtcN3TdlOIwiyErC7yNZywWkpJ1u3toWgJ77/sZel7667CeH923HYm+bgBA+QU/hXSELXKFevj9nj0v/xWQZIw98xr0bnsSB569Cz3/ehQFiz5t1KGh65k7Ubz2Cyl8NTljva+lzdPR2pR09ziiTGKYJQKwZWu0C8CTAJ4MBVQXgFoA86HvjiBBb86wB0cItgDwxHvxnU+8F98J4K+zyqUxKyYo9VPGSnVFdqk0818B5bu+mLbTZRHnpDKGw99YAeCz3sYzJssOT1maSkubRKQXe9q+j4OvPT7scyI7XgcAyK7iYa9rTUT6EO/aBbWkGnbfDEhWJw48exeiu9/96Dm9256CZHXClh/Lie0ATgWw2exCiIbCMEv0MVu2RrsBPAPgmVBAtUNfgjAPeqMGBUAEevex2JHGeHZHYtezOyKPAHhk6lip6ISJSv3UsVLdGKc0LvNfAeWbhKYlAJyOcGdnsmM4/I1WAJfZJ84qtZT556SvuvSIHdiND265ErG970MpqoQzsBCdT/z+mOf179TDrKVs0rCvlejXt6mWbK7D3h56HAC6nr4DnjmnDHvMUWA9GGYpSzHMUs4Ibg5+AcDJAG4DcEd7c/sHmb7mlq3RXgAvAHghFFCtACYDmGscKvRAuxt6wB3SSx8m9r70YeTvAP4+uVjyrpmk1AVLpfpSp6gSQmT6S6A80BPBDe5NXcOfrvwYY53sGbKzaJIreMKKbPz/MrZvO2J734fdPw/F676E3tf/MazzDq2rtZT5j+Nqxr2gh/4dPvbv0b9zG2KdH8IRWHgcY+a81b6WNmtHa1O/2YUQfRzDLOWSM6DvQrAKwE+Cm4N/hx5sb29vbn8v0xffsjXaD6AdQHsooP4/ADUA5gBoBGCDHmz3ADjiD/vX9iQ6X9sT+QeAf/gKhPvEGqV2eqlcX+4W1VI2JgjKej0R7Um3VXw3xWGmAVjjXbCxUShHWFRqMsnqRPFJX4VryvDvSdMScUQ+eBMAYK2oG/61jH+CQzOx2qGZWou+3XTX03fAM+tkCCmvOmE7AawA8BezCyH6OIZZygnBzcESAAsGPSRBb4iwBMAPgpuDTwG4FcBt7c3tb2W6ni1boxEArwB4JRRQ/w/AJOjLEBYCKIW+G8Ju6Gtth9SxXztw0zPRp4Ho0+PcwrHOr9TOKJPrK9xigiwJdlqiY4rEtQNOizgN4c4hd98YDoe/sRjAJe5ZJ1crnpIJaSwvrSylk2ApHf5SAQCI7n4HWlT/Fux7+0V0/u03iO7bDi3aB9ldDFv1DLhnNsEyxnfYeZLVAdlVhNje9xHd+z5633gGAKAUVSDWtRt9bz2P4tVXpOXryjEng2GWshD3maWs5WnwBKDPfD5XdUXVfEmVbh7mqc9Dn7G9rb25/V8ZK3AIoYAqA/ABaIC+5ZcHerDdC313hGMqcQhbk18JzCyX66q8YpIiCf7RSUPqiWinOm/o+lOy5zv8jTKAr1nKA3O98888JZfa1Xa3P4A9d/8AAI64z+yBF+7B3nt/fNhjkqMAiEcH1r8KCYXLzoVn7mmHPW/vAz/HgWfvGvSIQFnz93Hw1UehaQkUrbgwbV9LDnmvo7Wp6thPIxpZ/CVJ2Ww99Jc/l0d3R1dYy63Hev4hDcbxveDm4CsYmLH9Z2bKHLBlazQO4A0Ab4QC6u0AxgOYAX15xHjoi/H2Aug50hi7D2p9m1+Mvrj5xeiLXissTZNV/+xxcn21V/hVWWTdVklkjgP92q/cm5IPsoYThcUx3TPr5OW5FGSHq3+78besJMM7fwPcDU2Qnfp20JEP3sDe+36G/u3/wr6HfgV17MTDmiIULGlGor8HPS8/DMnmQuHKi6AWVaC7/QGUN/8A/e//C3vv/xli3XvgmRWCZ96ZyIOVQpW+lraGjtam580uhGgwzsxSVvI0eFwAfgjgfckqSZUXV35DpB7ktmFgxvbplIs8DkZb3UroW30tht5iV4PeoOHAcMZwWaCsrVFq5lbI9RMKpckWWQw73dPo0hvVttlVMRXhzqRvxnH4G2sAfKdw2Xmz1eKqnNtfajgzs93/vA/9O7fB7muAY/L8T3w+EenFjs1fRmzve7BW1qPs0//+yedE+yAUC4SQ0PXMFvS//yoKl5+P7TdfCi068M9fuPwCeOaemqavLquFO1qbrjG7CKLBODNL2Woy9I5cCddUV00agiyg37D1TQDfDG4Ovg3gdujh9vH25vaM/lW3ZWtUA/AugHdDAbUNQDmAqQCWQp+xBYBO4xhSdwSxP74S+9cfX4n9y6ZAXjNJmTivUq6vKZICVkXYM1k/ZY9YQouoMk5OMci6AFzmrF9WnotBdrhc01bDNe3I3Xglix3extOx5y8/RP97ryDWvReKq+jw56g2AHqzhgPPbkHJyV/HwX/9DVq0H64ZJ8Lhn48Pb70G3e0P5EuYDQFgmKWswjBL2WoOjF0B7BPsgQyMXw3gy8axI7g5eAf05QiPtje3H7ExQjoYwXY7gO2hgHo/9FnaqdBnbKuhz9h2QQ+2Q4bsvhjid26NvX7n1tjrqgTphEmKb0GVXOcvkursqnBmsn4yV28UX3Fv6kp6LfhAu9qKKsfkBcvSV1luspTVfPR+9IM3PhFmDzn42hOQnUWwjgvgwPNtAADX1FWwVtRCKSxHdO970OIxCHnU/1qd6Wtpq+hobXrf7EKIDhn133WUezwNHgv0nQF2AYBaok7M8CXLAVxuHLuCm4N3Qp+xfbC9uT2ayQsbwfYD43gwFFCLobfTXQx9hwQBfRnCPhwh2EYTSNz9euzNu1+PvSkJ3L1ygjx+4XilLlAs1TktwpPJ+mlkdUe0Nvemrp+kOMwiyMpCb+MZi4SsWNJSWE4b+LaKG21vh3Lg6T/BM0efeY0f1F9AkRz6t5dscyOWeB+J/h7IDm8Ga80aJwH4udlFEB3CMEvZaCKMhgRqseqSbXLBCF57DIALjWN/cHPwLugztve1N7cfcZutdNmyNboHwKMAHg0F1EIAddB3Rag1ntIDPdgOuRVTQoN2/5vxt+9/M/62AO5ZXC1XLKlW6mtLpDqPVRRmun7KnL6Y9oHLIj6dyhhGu9pm79zTJ8sOb3maSstKWjyK/vdfRezAnqPuTRvdMzDBKNvcQz6nf/tWxHv2wT55nv5AXP8b96N9Zo3ZWC12xN4po80KMMxSFmGYpWw0A0arWEeNY3jN1DOjAMA5xtEd3Bxsgz5je3d7c/sRdyNIly1bo/sAPA7g8VBA9UAPtIugz9xK0Lf62gtgyGURGoBH346//+jb8fcB3D+/Ui5b5pPr68bIdQU2UZLp+il9EpqWEOlpV3upbcLMUkv55KxrV5tuvW89j123XQuhWOGoaYRkHboXxMF//U1/R0iwjJs85HO6nroD7tnrIQ5t/yzpS/i1hPGtF9c7Wws5bzYbWWx2AUSDMcxSVvE0eASAedBDGqxl1mzZ09AF4Czj6A1uDt4Lfcb2rvbm9q5MX3zL1mgXgKcAPBUKqE7owXY+9OAvQV9fvAfGHwFDeeK9+M4n3ovvBPDXmeXSmBUTlLqpY6X6IrtUmun6KTXdEbR6NnU9luIwp8nOwkmuaauX58EWUrBVT4dkcyPRdwCdT96KwiWf/cRzet94Ggdf07sA22vmQrZ/clVOrPND9L3zTxSv+9JHj8nG8oLEwU6gcBzifQcAIUGyuTL01WSdcl9LW01Ha9M2swshAhhmKfsUQ280sB8A1GI1W8LsYHYApxhHJLg5+AD0Gds725vb92T64lu2RnsAPAvg2VBAtQMIQP8DYCb07+kI9GB7xPW+z+1I7HpuR2QXgEenjJGKTpik1AXHSvVjnNK4TNdPx6cnoj3tsYqrUhnD4W+cDuBE74KNjZJiyYsbBCXVCs+807H/4V+j64k/QigWuBvWQbZ7kOjrRnf7A9j3yK/159pcKFx23pDjdD1zJ1zTVkOy2D56TDU6hnW/9CAS/QcR27cDanFlPtz8Ndhi6NsdEpkur77zKCd8tKxAskqK7JKzfV2fBcA64/h5cHPwEegztne0N7d/kOmLb9ka7QXwAoAXQgHVCn1LszkA5hq1xaC31T3iYr6XdyX2vrwr8hiAx/xFkndNjVI3rVSqL3WKqnyYwctmkbjW7bSIU1NsV1sE4BL3zJN8imdMpm+mzCqeOaciuutt9Lz8EDr/9ht0/u03gKx+tOYVAJSiSowJfQNqUcUnzk/0H0TPyw+h/Lz/77DHnbWL0fn336L7hXvQ/cI9+mNTV2X2i8k+SwD8j9lFEAEMs5R9/BhYL1shJJFLXYkUACuN4yfBzcHHMNCk4b1MX3zL1mg/gHYA7aGA+hvo++rOgr4cwQb933UPjC3PhvL63kTn609F/gHgH9Ve4VrrV+qml8p15W7hk5hsR1w0jmbLdZ1Jb4FktKu90FLmL7X5ZixKY2k5QUgySk76KhyTF+DAc39G/47XoMVjkN0lsJTVwBFYCGfdkoEbuT4m8sEbcNYvheI+fIm54h2LsWddh73334R49164ZzbBM/eUkfiSsskSswsgOoQdwCireBo834MevLqL1xQvctW5VppdUxpo0Ne7Hgq2b47kxUMBVYG+Q8RMAAsBOKDvhrAHwLB2aCh3Ccc6vxJoKJfrK9xiopxbf2TkpAP92q/dm7qGfu17mBz+xnXCYv908eorTpSsjqE3UCVKXkVHa9N2s4sgYpilrOFp8DgA/Bh6pyyt/DPlZ1tKLEPfXpzbXoAebG9tb25PevP7ZIQCqgzAB6AB+s4IHujBdi/03RGOqcQhbOv8yuRZ5XJ9lVdMUiTBV3jS7GBUe8Oht6tNejs4h79xEoCrCpadN8tSXDU1jeURHXJ2R2vTLWYXQcQwS1nD0+AJAPgG9DCLqiuqviGp0mhv0/oKBmZsXxzJC4cCqgR9jfJ06DdzFEGfRd4LfT/bY/JaYVnnV/1zKqT6aq/kV9PTdjivxRJaBMAM5dquV5Mdw2hXe42zbukUZ/3SNemrjugwP+1obbrC7CKIGGYpa3gaPGsAbADwrm28raT0tNJ8+yG5DcDt0Gdsnx7JC4cCqgBQCWAa9GBbCn3Gdj/0DmTH5LJAObFGqZlbIddNLJQCFllYM1bwKNYd0b7guqHrR8meb7SrvUQpHLeicOm569nlizLopY7WpqDZRRAxzFLW8DR4vgagCsC+wiWFDZ6ZnpDZNZnoHejB9jYAj7c3tyd9N/vxMoJtGYAg9Js8KqDP2HYaxzHZFMhrJikT51XKdZOKpFqbIkb7DHtadEe0e1w3dK1NZQyHv3EhJPnS4jWfWyE7vNxqjTJJA1DQ0dqU8b22iY6GYZaygqfBIwP4KYAPAcRLzyxdb6uwzTC5rGyxE8Ad0Lf8eqS9uX3Ijl+ZYATbMdCD7SIA1QAEBoLtMX+AqBKkVROV6gVVcr2/WKp1qCJvdpY/Hv0xbZdVEZMR7tyf7BgOf+M4ANd45581zTouMDeN5REdyaKO1qZUG3oQpYRhlrKCp8FTCeAaGOtlKy+u/JzskIvNrSor7QZwJ/QZ2wfam9uP2BghE0IBtRh6O93FACYZD3cD2IdhBFtJQKyYIFctGq/UTy6W6lwW8cmWS3kooWmJ/hiW26/vejTZMYx2tVfafA0z3DNPOpk7qdEIubyjtelnZhdB+Y13IVO2qILelhVKgeJgkD2iEgAXGMf+4ObgXdCD7b3tze1J3/k+XFu2RvcAeBTAo6GAWgCgDnqwrTWechD6DWRDLotIaNAeeDP+zgNvxt8RwD2Lq+WKJdVyXW2JXO+xisJM15+teiL4d/em5IOs4VTJUeB3TVu9gkGWRhDXzJLpODNLWcHT4LkQ+gb/H3hmeSYXLi482+yackw3gLuhB9u29ub2Ye1GkC6hgOqBHmgXApgK/Q+TQ8F2WMsi5lXKZct8cl39GLm+wCZKjn3G6NAT0Z51WsTcFLt8TQPw1aJVly5UvGMnHfMEovR5rKO1Ke8aclB2YZgl03kaPALAf0HvTNVXcmLJYmetc4XJZeWyXgD3Qg+2d7U3tw/rpq10CQVUJ/RgOx/6tl8y9P+2e2B0dzuWhjKpZOVEpX7KGKm+2CGVZqxYk0XjWrcG1Fmu60q6Q5zRrvY6d0PTFPvEWUvTWB7RcHR1tDZ5zS6C8hvDLJnO0+ApBHAj9Dv4wZu/0ioC4EHowfZP7c3te0by4qGAagcQANAIfeZdMWraA2BY633rx0iFqycp9VPHSnVjnVJFxoo1QU9EO9N5Q9etyZ5vtKv9iqXMP887/6z1QjpCX1aizJrQ0drUYXYRlL+4ZpaywfjBH8hOOW/XTmaABcBa47gpuDn4CPRge0d7c/vOTF98y9ZoL/SOZy+EAqoVgB/AHOjhVoW+BGE39IA7pFd2Jfa9sivyGIDHaookz5pJSt20Uqm+1CWqpBxeHHqgX/tf96bkg6xhtbDYZ3hmh5YxyJKJggA6zC6C8hfDLGWDiRh0w5Bsl9lDPjMUACuN48fBzcHHMdB97N1MX3zL1mg/gJcAvBQKqL8BUANgNvTlCFbo/w/shr4kYUjb9ia6tu2NPAngyfFe4Vpbo9ROL5Prx7mFL5eCbW9Ue8ttFZekMobRrnaDd/5ZQcnq5PcMmWkagLvMLoLyF5cZkOk8DZ4vQQ+0e4VFKFWXVV2ZQ7lkNNAAPI2BYPvGSF48FFAV6P/9G6DfQOaCPmO7F/r632MqdwnHOr8SmFEm11d6xARZElk7SxlPaFENaFCu7Xo52TEc/kYngGsctUumuqYsY7taMtsfOlqbzjK7CMpfDLNkOk+D59+Md3tt1bYxpaeWXm5qQfQi9AYNt7U3t786khcOBVQZgA/ADOhbfnmgz9juhb47wjEV24W1abISmFku1433ihpFEln1CtSBfu1L7k1dP0z2fKNd7cVKQfnKwmXnsV0tZYNXO1qb6s0ugvIXwyyZyuj89QsA7wHQPLM9gcJFhRtNLosGvIqBGdsXRvLCoYAqQV9PPQ16W91DL6Xvhb4V2TF5rbCs86v+2eOkOl+B5FdlYWrw645o97pu6DoxlTEc/sYFkOTLildfsVx2FoyqG+IoZ0UB2Dpam0as7TbRYAyzZCpPg6cYwL/D6PxVtKponnuqmy+bZqc3MBBsnxrJCxttdSugB9vFAA5t17UPwIHhjOFQoaytUSbNrZDrJxVJAYssrJmpdmj9MW230a52X7JjOPyN5QCu9c7bELRW1DamsTyiVFV2tDa9b3YRlJ8YZslUngZPDYAW6DOzGHva2HX28fY55lZFw/AugNuhh9vH2pvbR2xGxgi2ZdDvoF4MPeQCQKdxHJNNgbx6kjJhXqVcX1MkBWyKcGSmWp3Rrnal/fquh5Mdw+FvtAC40uabMcM98+QQ15VTllnQ0dr0hNlFUH7KqrVklJeKYLSxBbgtVw6pAvBF49gZ3By8A3qwfbi9uX1YHb+StWVrVAOwA8COUEC9H8AYAFOgB9sJ0G9oOwBgv/H+J/TFEN+yNbZty9bYNkWCWDVR8S2skuv9xVKtQxWudNfcE8GN7k3JB1nDqZLD63dNW8N2tZSNqgEwzJIpGGbJbGMwKHDIDm7LlYPKAFxmHHuCm4N3Qg+2D7Q3tx9x/9h0MILth8bxUCigFgOohx5sawAI6MF2H44QbGMJaPdsi711z7bYW5LA3ct9ctWi8UpdoESqc1lEyp2NeiLac26r+FYqYzj8jUEA6woWnD1HUq1pD9tEaTD+2E8hygwuMyBTeRo8lwKYCmA3JIjxnxv/HSEJ6VjnUU7ohL735G0A7mlvbu8byYuHAmoBgDoAi6C31xXQd0TYi0H7Gh/N4vHyuKU+ub62RK73WMVxv2oQjWs9RrvapPfxdfgbCwFc525YN8U+cfayZMchyrCfdLQ2fc7sIig/cWaWzFYBoA8ArKVWL4PsqOIF8Bnj6AluDt4Nfcuvu9ub24e1G0EqtmyN7of+sucToYDqhh5s50NfaytB38N2L/Q9bYf0t3fi2//2Tnw7gAcaK+TSZT65fspYub7AJkqGU0N/HBe4bkgpyMoAzreUTiqz+WYuTnYcohFQbXYBlL84M0um8TR4BICboL9EHHdPd08sWl50jsllUeb1AbgX+oztlvbm9mHdtJUuoYDqhD5TOw/6frYy9K5jewDEhujJqVUAACAASURBVDNGQ5lUsnKiUj9ljFRX7JDKhnrOgX7tN+5NXSn9/+zwN64Rqu2zxWuuWCNZncWpjEWUYf/saG2abnYRlJ84M0tmcgNQYcyMKYUKb/7KDzYA640jEtwcfBB6sL2zvbl9d6YvvmVrtAfAswCeDQVUO4DJABqht9ZVoO+Zudt4O6TndyZ2P78z8iiAR+vHSIUnTFTqgqVS/RiHqBBCoDeqdbit4uJU6nT4GycC2OhdcNZUBlnKAVwzS6bhzCyZxtPgqQZwFYxtucaExpzgmOhYYG5VZKI4gEegB9vb25vbd47kxUMB1QrAD2AO9HBrgT5TuxvAsG5kq/aKyafXq5b5lfI11u91tSdbi9GuNuyoXTzVNWV5Sk0WiEaQt6O1qcvsIij/MMySaTwNngYAn4PRMKHsrLLTrOXWoLlVUZZIAHgcA8H2nZG8eCigqtB3Q5gFfZ2tHXrY3g19ScJQDu18cPWWrdFhNXIYitGu9kKloGxl4bLzTxGyMqLNHYhSEOxobXrJ7CIo/3CZAZmpBPod5gAAoZjbapSyigR9F4JFAL4f3Bx8GnqwvbW9uf2NTF98y9ZoFHor31dDAfUWABMBNABYCGAs9G2+9kC/iQzQf5YWAbg+lSBrmAdJXuKdt2ERgyzlmGHdGEmUbgyzZKYKDJrlYpilo5hjHK3BzcEXMdBW95VMX3jL1mgMwGsAXgsF1Fuh37XdAD1oH9onWQVw65at0ddSuZbD31gG4HzP3NNqZGdBxTFPIMouKe/LTJQMhlky0zgMzGxByIKzUDQc043j2uDm4L8wMGP7QqYvvGVrNA7gTQBvhgLqHdA7oU0HUADg7lTGNtrVXmqrnj7WOq62MeViiUZegdkFUH5imCUzeTHojnEhc2aWjlstgCsBXBncHHwTxowtgKfam9szekPAlq3RBIC3jSMd1kt2b8A1/cQVgv1qKTdxZpZMwTBLZrIB6Dn0AZcZUIomAvi6cbwX3By8HXqThsfam9uH1fHLLA5/41QAJxUs3DiL7WophzHMkikYZslMNgAD27jIYJildKkE8AXj2BncHPwT9Bnbh9ub24fVGGGkGO1qL3HNWFuleEv9ZtdDlAKGWTIFwyyZwtPgkaDv4/lRK1EhcWaWMqIMwKXGsSe4OXgn9GD7QHtz+7D2j82UgXa1E8fZJ8xaYmYtRGnAMEumYJgls1ig3wUOABAWoQhJSCbWQ/mhGMD5xtEZ3Bz8M/Rge097c3vvUc/MjJVCtc30zD51qZAk2YTrE6UTbwAjUzDMklkOC7OyQ+asLI00L4BPG0dPcHPwbujBtq29ub070xd3+BsnADjbO3/DFMnGdrU0KnBmlkzBMEtmOSy8ynaGWTKVE8CZxtEX3By8D3qw3dLe3L4/3Rf7/9u78/g2yjt/4J9nRqeP8RE7zuHE4cZAKOYqdym0hRZaoAXa0nYpPTkLgba7S3e33W63pb9eu23pXVoWehco91VuQgiBKhASOxd2YjvxIdnyyLpn5vn9MXIiX4mT2BqN9Hnz0kvWaCR9DUL++PHzfJ+Kw95eAeCaiiNOX+BrXPa22X5+IocwzJIjGGbJKeNGZpWgwh6zVCwCAD6Qu2SX37n8KdjB9m/rrlwXPtAnz21Xe4WnpqmlsvWsdx7o8xEVEYZZcgTDLDllXHhV/ApHZqkYeQGcn7v8bPmdy5+HHWzvXXflup37+Zxvh6K+o+bUy08Tqpe/xFEp4ec4OYJhlpwy7kOPYZZcQAXwztzlR8vvXP4Sdm+ru30mT7Bru9qTLjlEraxrnrtSiRzBRbzkCIZZcooPwK5djhQfwyy5igBweu7y/eV3Ll+D3cF2y1QPyG1X+/nA0mPn+xe3nlK4UokKhh05yBEMs+SUceFV+AX/3EpudlLuctvyO5e/gd3Bdn3eOR9QgtqRVcdxu1oqWRyZJUcwzJJT/MgbmRWq4G/0VCqOzV3+c/mdyzsA3DPyqicE+N5fc9pHjle8gWqH6yOaK/wcJ0cwzJJTxk0zkIYsqi1GiWbJkQC+UnOiAe0II3rlX38ZPjacHnC6KKLZYEl4fAKpGmAIAAxFieK2C5wui8oQwyw5pQKANXZDZmXWwVqI5pyoRu3/XTlac/m92HbJZnOpyj/JUulYlLve4WgVVLb4YUpOqQBgjt1gmKWyoAjx50vFsn+/WI1EBXSnyyGaZebeTyGafQyz5JRx7z0razHMUtnY0ioav3CdUrm6So44XQvRLOJ0MXIEwyw5JYm895+VYZil8pKqVtTv3eCt+fVyM5KRkiNaVAr4PiZHMMySU1LIe//JNKcZUHl6/EL/vH/+mNDDinnAW+USOYxhlhzBMEtOSSOvmwFHZqmc9bZ46r6wwlv34nxjm5TS6XKI9henGZAjGGbJKVkAu35qW2mGWSpvhk9Rf/jpQMsP3il7U9JKOF0P0X7g5zg5gmGWnDLuQ89KMcwSAcDLp/oW3/g5VW7zmTudroVoHw05XQCVJ4ZZcsq4kVkzZTLMEuUMN6iVX1rhXfjgIWaXJaW190cQFQXO+yZHMMySU8aFWZiwpMUf2kS7KAruuty/7GsXi3AMFlt4kRswzJIjGGbJKZNHYi3OtyKaqOMoz/zrb/AE3qw2up2uhWgvGGbJEQyz5JRJwVVabM9FNJVkleL/+vWBJb853tyelTLjdD1E02CYJUcwzJJTJodZk2GWaE8ePc+/9MufEIlB9qSl4sT3JTmCYZackkVen1mAYZZoJnqXeGpvXOGte6GJPWmp6Aw6XQCVJ4ZZcspUI7NpJwohchvDp6g/+lSg5fvnyB3sSUtFhCOz5AiGWXLKpJFZK2XpDtVC5EqrT/EtuuHzKrr87ElLRYFhlhzBMEtOmRRmzVEz6lAtRK41Mk+t+PJN3oX3H8qetOQ4hllyBMMsOWVSmDViBsMs0f5QFPzuMv+yr14iIjp70pIz4q0d7Smni6DyxDBLjtBDugUgBUAdO2ZEjWHnKiJyv42tnsbrb/AE12nsSUsFx1FZcgzDLDlpEEBg7EY2nOXILNEBSlUpvv+6LrDkjhPMbvakpQJimCXHMMySk/qQF2bT/ekoWw0RzY7H3uNf8qVPiMSAYrJdEhUC32fkGIZZclIvgODYDZmVpszImIP1EJWUHUs8tTfe7J33/AL2pHXCI7qOLemy6Ti43ekCqHwxzJKTBjDhPWim2NGAaDaZXkX58VWBlu++S+5IlklP2oyU+PC2Lhy1sWNG53dlMrh15w6cvXUL3rZpI857aytuD4eRtqZuDpGVEv8zOIgztmzGxZ2deCken3ROyrLwzYF++ISY4hlKUrvTBVD5YpglJw0DGPfTwkpYXARGNAfWnOxb9IWrVXT6zR1O1zKXpJT4at9OrEvNbGH9q4kEPtTVib/pOgYMA1kp0Z3N4vZIGFd1dyNumZMe85NwGL8YimDINLEpk8bVPd3YOmEE9m8jIzg+GMRSn29Wvi8XmNlvDkRzgGGWnDRpFNYYZXsuorkyUq9W/PNN3kX3HWZuM6WcnNJczpISX+/vx/36zPZf6cpkcF1vD5JSolpR8B9NTXjkoIPx08XNWOr1Ym0qia/19U963AP6CDwAft28BB+rrYMB4NHY7teUUuL/hodxZV39LH1nrsCRWXIMwyw5KYqJ0wxinGZANKcUBX+41N/y1Q+K4RFYJfP/W9yysGJHL/40MvNv6TuDA4hZFjwAftm8BB+prcMynw/vqKrCL5qXwC8EHo7pCCV3z85IWBZ2GgYO8vlxamUlLqrRAABbM7sbRzwTH0W1quCEiopZ+/6KXAKcM0sOYpglx+ghPQkgCcA7diw7nOU0A6IC2HSkp+GGGz0Vr9cYrg8h/dksLuvqwpOjozjI58PV8+bt9TGb02k8MzoKALi8thbHBoPj7l/q8+FCzQ6qf4ruDsijuWkHmmr/+NQUu1X2qLl7xtSdQ0P4ZHmNym5s7WjnCkNyDMMsOW0Aee25MoOZkhkpIip2qQrF99/XBpb+6kR396Tdls2gK5vBOVVV+P3SFizxevf6mOfjo7u+vrSmdspzLtZqAAAr8xZ4jTWFGFvWNXYtYd+xIZVCbzaL91RX79s34W6cYkCOYpglp43rNZsZzOiSPYSICuqJd/uX3HKlSPar7uxJW6WouG3BQvx4cTNqVHXvDwCwKbdgq05VcYTfP+U5RwUCUABETBNhw7BfKzciG8t1Ohi7rsqN0P5maAgfr6uHWj5dDAAu/iKHMcyS03qQF2ZhwrLS3FueqND6FntqblrhnffsQqPLbb9PHhUI4AM1Nfv0mP6sHU4P9/shpgmeQUVBo8cDAOjNZgEAlYqKRtWDrkwGXZnMrhHeFp8PfdksVibiuHQfaykBHJklRzHMktPC2P2XOgCAlWR7LiInmF5F+cknA8u++y65Mymtyc1TS0hC2iOqizx7npJQrdg/JsfCLAC8p7oaaSnxvs638MNwGCJ37O7hYVykaaia4ehwCeHILDmKYZacFsWEXrNG1OhzqBYiArDmZN/CG65RRSn3pDVyo89BZc/TAYK5MKvn9Ztd0diIizQNKoBaVcW3FizEMp8P9+kj+HhdPV5PJvGhrk6cuWUzfh4Jw20j3fvIBLDJ6SKovDHMktOGMWFkNt2X7nGoFiLK0evsnrT3HlGaPWm9uakFAbHnH4Nj56Ws3YG0QlHwrYWL8Mphh+PFQw7FB2pqcO9IFG+vqIAC4FPd29GeTiNimvjfcBh3Dpf0H5s6WzvaXbt4kEoDwyw5LYoJYTbZmWSYJSoGioI/ftDf8u8fEsMjonR60gJAcC8hdsxYhk3JyVvbBhUFihCwpMTduU0SHovpSEqJy2tq8fPmZigA7hsp6WUAnC9LjmOYJUfpIT0DYATAruXEmYGMbqWtmHNVEVG+LUd4Gq7/gqdybQn0pB1Tm5vXutPI7vG8kdz0gj1NRvj7aAyNHg/eFgzu6pJwSU0NzqyswlKvD52ZNLKlO9WAYZYcxzBLxWATgHFNGY0Rg6OzREUkXaF4v3ltYOkvT7a6s1Kmna7nQC302l0KerLTh1kp5a6WXJXK9D8u7xzavXXtkGmH37GwXKuqMADEzJKbqTFmndMFEDHMUjHYAGDcvo+ZcIZhlqgIPXmub8ktV4p0v2oOOF3LgTg6YHcE3JJOI21NnkIA2FvUjvWRXThN14PXk0mETQPnVlUBADK5EVhPbih37DpduiOzLzpdABHDLBWDbgDjPulTvSmGWaIi1bfYo914s7fhmUVGl1s3OTmlohICQFJKPJu3G1i+VYnd3cmODASmPOe3w0P4RF0dlNxCsbEFY0bu38rYta80N1Hobu1o73K6CCKGWSoGO2BPSdv1aZ/cktwhrSlWXBBRUbA8ivLTKwPL/t970OfGnrQNHg9Oq6gEAPwsEtnVqmtMRkr8Ydhe83awz4fFU2yR25vN4pVEAh/M2w63Pje9YDg3rSBqmlABaKXZe/YFpwsgAhhmqQjoIT0FeyewyrFjVtoyzLjZ71xVRDQTr53oXXj9NarYGjB7na5lX32irg4AsDGdxr/u3IlEbkpB0rLwlZ070ZW1O059uLZ2ysffNTyED9XUoCJvPu1hua1x/zYyghfio9iezeAgn2/XiG2JYZilosAwS8ViPQAt/0B2OOu6H45E5ShWp1b86wr/4r8e6a6etGdVVeEizf7YeTim411vbcVV3dtx7ltb8XBMBwAcEwjgI7V1kx47app4QNfxsQn3nV+tISAE/jwSxed7emABuLh0t7dlmKWiwDBLxWIzAE/+gcwAF4ERucmfL/G3/PulYjgq3LMl9TcWLMSn6uqhwp4SsDqRQDQ3ReD4YBA/Wdw85ahqezqNC6s1NE2YfrDY68WvmpfgSL8f81QVN8xrwCdznQ5KTAT24l0ixwmXzt2nEqO1afMBfAv2YjAAQKA5MK/p0qbrnauKiPaHP2FlV9yZ2Xl81LPU6VpmqjOTxn0jI+jMZKApKt5ZVYVzq6ogSnN6wGy4v7Wj/WKniyACJoyEETkoDCADwAsgCwCpnlTEylpJxasEHa2MiPZJukLx3nZNYOm5T2e6r3pZzPcJ4d/7o5x1kM+PmxvnO12GmzzvdAFEYzjNgIqCHtItABsxcfME3eC8WSKXeuoc35JbPinSfS7vSUtT4nxZKhoMs1RM3gRQlX8gG85y3iyRi/Uv8mg33exteGqxe3vS0iSjAEJOF0E0hmGWisl2TNg8Ib0j3T3NuUTkEpZHUX7+T4Flt52P/gSsqXcoIDdZ1drRbjhdBNEYhlkqJr3I2zgBAEY3jG6Tpsw4VA8RzaLQ8d4FN1yjqluCnD7kcpxiQEWFYZaKhh7S4wD6AVSMHZNZaWbCmS3OVUVEsylWqwZvvSmw+C+t7upJS+Nw8RcVFYZZKjYbMGHzhNS2VIdDtRDRHPnLxf6Wr1wuolFhuqYnLQEAUgBWO10EUT6GWSo2HQB8+Qdi62KbpSUth+ohojny1qGeedff6K16rc7Y7nQtNGNPtna0pw70SYQQzwohZN4lI4ToE0KsEUJ8Twhx3GwUS+WBYZaKzebc9a65s2bMTBlRo8uZcohoLmWCivfbVweW/uwUqycjZdrpemiv7p+j5/UCaAJwIoCbAfxDCHG3EIJ9xmmvGGapqOghPQrgLQDjNjNPdXOqAVEpe/qdvuabrxLpnR72pC1iFoAH5+B5lwA4GMAZAL4GYBj2gMbHADwqhGBWoT3iG4SK0UpMmDcbezPWwRaVRKVtYKFHW7HC2/jkEvakLVKrWjvaZ/2XDSllj5SyU0q5Ukr5nwCOAtCeu/sdAL4w269JpYVhlorRBkxo0ZUdzMbMmLnDoXqIqEAsjyJ++fHAsm++lz1pi9DfCvEiUso+AFfAHgkGgJuEEGIPD6EyxzBLxWgAQB8m7AaW6k21T306EZWa19vsnrSbgyZ70haPgoRZAJBSrgXwXO5mC4BTCvXa5D4Ms1R09JAuAbwIoC7/eLw9znmzRGUkVqsGv3KTf/EfjzK3mVJyxylnrW/taC90z+9H874+ocCvTS7CMEvFah0mTDVIbU+FzYQZcageInLIvRf5W269XOjDwmJPWuf8yYHXzP9r3DEOvD65BMMsFaseADqAQP7BdF+ao7NEZajzUE/9DTd5qtfUG9ucrqVMORFm89dJ1Dvw+uQSDLNUlPSQbgF4CcC8/OOJTQmGWaIylQkonu98PtBy+6lWT0bKA27cTzO2trWjfZMDrxvP+1qb9iwqewyzVMzWAlDzD8Q74j1WhiucicrZc2f7mld8SmR2eMx+p2spE06MygK7uxkAE6adEeVjmKVi9haADOydYXbJ9Gc2OlMOERWLwQUe7eYV3vmPLzW7LPaknWtOhdnKvK9HHKqBXIBhloqWHtINAKsxYapBfHN8vTMVEVExsTyK+PXH/Mu++T70x2HFnK6nRK1p7WjvdOi1m/K+5uJfmhbDLBW71wD48g+MvjHaaabMqEP1EFGReeM474IbrlU9myqMHqdrKUG/c/C1j8z7+g3HqqCixzBLxW4TABMT5s6mulL/cKYcIipGozVq8N9uDDT/4Rhzm8GetLMlAeBOB1//PXlfr3asCip6DLNU1PSQnoL9G/m4DRRG1oyEpCWtqR9FROXqvvf7W279iNCHhTnkdC0l4A+tHe2O/BVMCHEEgHfnbr4ppeQABk2LYZbcYCWAivwD2Uh2NBvOOtEqhoiKXNfBnvobbvJqr8xjT9oDdLsTLyqEmAfg99i9+Pe/naiD3INhltxgPYA0Js6dbR99zZlyiKjYZQKK57ufC7T86AyrJ82etPtjdWtHe6gQLySEaBZCHCSEOFUI8RXYO38dn7v751LKPxaiDnIvhlkqenpITwN4CsD8/OOxtbGtVspiuxYimtYLZ/qab/6Uku31siftPvpJAV+rG3YrxpcAfANAI4AUgFsBXFPAOsilGGbJLVZhwiIwSMjktmRBRg6IyL0GF6jVt9zknf9Yi8GetDMTQeF7y2YB9AN4HsB/ADhYSvktyf9eNAMepwsgmqEdALbC/o19eOzgyJqRf1QcVnGWUAR/MSOiaVkeRdxxRWDZK29k+29+2KqoglLtdE1F7I7Wjvb0XL6AlPLsuXx+Ki8MAOQKekiXAB7HhP25s+FsLDOQ2eBMVUTkNm8e62264TrV28GetNOxAPzM6SKI9gXDLLnJOtgLwcZtbxtbG2P/QSKasbimBv7jxkDz75azJ+0UHm/taH/L6SKI9gXDLLlGrufsMxi/xSHiHfEeQzd6namKiNzq/gv9Lf/yUaEPCZNbpe5WyIVfRLOCYZbc5gXYC8FE/sF4R5yjs0S0z7Yf5Km/YYW3ZnUDe9IC6ALwiNNFEO0rhllyFT2k74Ddd3Ze/vGRV0bWWxlr1JmqiMjNsn7F873PBlp+eIbVm5ZW0ul6HPTz1o527qxIrsMwS270GIDK/APSkFayM/mqQ/UQUQl48Uzf4ps+o5o9XrPP6VockAbwa6eLINofDLPkRu0AwgCq8g9GX46+Kk0u5iCi/ReZr1bdcrO36ZFlxjZLynIapfxFa0f7oNNFEO0PhllyHT2kmwAewoSpBsawEU9tT61xpioiKhVSUcRvPxpo+a8LMTgKS3e6ngJIAvim00UQ7S+GWXKrNbB3jBnXpmvouaEXpSEzzpRERKVk/bHepuuvU33tlSXfk/anrR3t5Ti1gkoEwyy5kh7SEwCewoQ2XUbUSCQ6Ey87UxURlZqEpga++oVA811vM7cbUmadrmcOxAHc5nQRRAeCYZbc7FnY72E1/+Dws8MvWdmyXpFMRLPswff5l/7zFWI0opRcT9ofc64suR3DLLmWHtL7ATwHYEH+cTNuphObEyudqYqISlX3Mk/dDTd5a1c1lkZPWillDMB3nK6D6EAxzJLbPQz7fezJPzj83PBq9p0lotlm+BX1B58JtPzvWVZvyuU9aYUQ/9va0V5qI81UhhhmydX0kB4G8ASAhfnHrbRlxNvjzztTFRGVupWn+xav+Kxqdru0J62UcgTA95yug2g2MMxSKXgcgIUJnQ2GXxh+zUyZUWdKomITfTmKVG/K6TKohEQa1aov3uxtevggo8ttPWmFEN9v7Wjn5yOVBCGldLoGogOmtWkXAfgAgO7847Vn1L6t5sSai52piibqv68fg/cPovb0WjR/tnnS/Z3f6UR8fXyPz1Fzcg2WXLtk121pSAz8bQBDzw3BU+PBwo8uRNXR4/bTgJWxsPGWjTj43w+Gf75/dr4ZojxHvZkd+OKDMlAFRXO6lhkYAnBQa0d7OfTQpTLAkVkqFU/B7js7LqlEV0bfMOMmV+oWgWRXEoMP7fk/Rapr30dOB+4fwOBDgzBjJtI9aWz7/jakdox/nuEXh1F5eCWDLM2ZDcd4519/verfUGV07/1sx32PQZZKiWfvpxAVPz2kj2pt2t8AXA5g+647JGTs9dgztafVXu5YcQQra6Hnlz2AOf056f40zLh9wqH/fSjUoDrlecInxt2OvhQFVGDZLcug/0PH0N+HMLJ6BIFLAgAAKSUiT0Sw+FOLZ+ebIZpGolr1f+0GdcmFj6a3XxFSFnqE8O79UQUXBvBDp4sgmk0cmaVS8hyABIBg/sGRV0bajZixw5mSCAAG7hlAuje9x3OSnfbCcE+dB4HFAXjrvVNePFW7fwe30haykSz8C/2oOqoKdafXAQDSO3a/VmxtDGqFisrDK+fgOyOa7KH3+pd++WMiHi7OnrTfbu1oZ6cXKikMs1Qy9JCeBHAPgPmT7ntNf7rwFREAxDfFEX48DABQq6cebQV2h9lgS3DacyYyE/ZIrlphP69SaX+kWcnda3HCj4XRcF7DvhVNdIB6Wjy1X7jJW7tyflH1pO0AR2WpBDHMUqlZCSAKYNwKoNja2NZsNFtMP1TKgpW20PurXkAC1cdXo/rY6mnP3RVmD5p5mN1FjF3ZX4wtbE12JZENZ6Gd5IY1OVRqDL+i/u+nAy0/eIe1IyWthNP1ALi2taM943QRRLONYZZKih7SMwD+DGDSUFx0ZfQJyfYdBdX3xz5kBjLwaB4svmr6OavSkkhtsxdtVRxWMePnVwK5kdiEPRJrJnMjtbn5tuHHwpj37nkQipj6CYgKYNVpvkU3fU6V233mTgfLuLu1o/0ZB1+faM5wARiVojUALgGgAdi1YjexObEj1ZVaHTwoeIpjlZWR0TdHMfTMEABg8acXw1M9/cdNujcNK20H0tENo+i/tx+ZvgystAVvvRdVR1Wh/px6BJYExj1ODarw1HqQ7ksj3ZdG7PUYAMC3wIfsUBajb45i0ZWL5ug7JJq5oQa18ksrRMXH/5LddsFWZYkiRMEGk6SUI0KILxbq9YgKjSOzVHL0kG4A+COAeRPvCz8efpobKcw9M2Gi544eAED9O+tR/bbppxcAQGLr7r/Ahh8KI7klCSiA8Apk+jMYemYIW766BeFHw5Meq52oQWYlNv/LZgzcOwAIoObEGkSejKD29NppuyIQFZpUFHHXh/0t/3mRiMRgjRTqdYUQt7Z2tPcX6vWICo0js1SqXofdoqsOwPDYQStlZUdeHnmo/uz6jztWWRnYefdOGEMGfE0+LPjIgr2evyvMqkDjhY2Yd+48eDT74ym5LYkdd+1AcksSfX/qQ2BpYNymCAsuWwAraSG6Kgq1QsXCKxbCt8CH4ReHcchXD0FiSwI77toBY9hA/bvr0XhhI4TgtANyTvvRnsbrW6z0l3+b6T465lmy90fsP0vKVxUhfjaXr0HkNI7MUknSQ7oJ4G4AtZjwPo+tjW1N70i/4UhhZUB/Td/V+7X5881Q/Hv/mKk8rBL159Rj6bVL0XRJ064gC9jdDZZ9cRl8C3wA7E0S8il+Bc2fbcZRPz0KR/7wSNSeVovoC1FUtlYCAuj8f51IbUvB0A0M3DOAyOPF2C2Jyk2ySvH/SpATNwAAGz5JREFU5/WBJb9tM7sNKbNz8RpSSksR4urWjnZXbbVLtK8YZqlk6SF9I4CnAUxaeRR+PPyYlSmK1cUlxdAN9N7ZCwCY/4H5qDh4Zou56s6qw6J/WgTthKm7DqgBFY0XNAIAEpsSyEYn/+xX/AqEIiAtifATdjsu/RUdMiNRd3YdWm5uAYS9GxhRsXjkfP+SL31MjA4q5uQ5NAfuJ60d7a/NwfMSFRWGWSp19wCIY0KrLmPESMbWxh5zpqTStePOHTB1E8GDg2h8f+OsPndw2e6WXWOdD6aiv6bDW+tFxSEVSPXY59WdUYfqY6vha/IhvTMNabCpBRWP3hZP3Y0rvHUvNhnbZqvhiiVlvxDi32blyYiKHMMslTQ9pI8C+A2ARuzqRmqLvhRdlwlnNjtSWAmKropCf02HUAWaLmuCETWQHcqOu1gZ+6+dVsbadWysndbe5P+QH9v2diqRxyOYd5699s+IGQB2b9agVqmAuXuzBaJiYfgU9YefCrT84J1yVnrSKkLc3NrRXrBFZkRO4gIwKgdrYbfrOhbAuG1tI09EHlrw4QXXCVX4HKmshIy+ae+QKU2Jrm937fFcfY0OfY3dNa3hwgZUHV0FY9hA7Wm10z4m07e717taNXWHgsTWBLIjWWjH29MVZNYOwGN9ZoVqX1tZTiGk4vTyqb5FGw8z47feaexsyagL9+c5pJRPH7Wx4/ezXRtRseLILJU8PaRLAL8HIAGM214qM5DRR9ePPuVIYQTADsFd3+5C72979zhKO/JKbpBJAMGDp94lLPxYGA3vadgdXj25HcEsO9RK075WvPzoo+I13KBWfmmFd+H9h5jbLCn36TcvKWVGCHHtXNVGVIw4MktlQQ/pQ1qbdjeAzwDozL9v6JmhNcGW4HJPjafZmepKQ/Nnm9H82T3/K+z5ZQ+iK6OoPb1217lWxsLGFRthxk2EHw6j6dKmSY+LvR6D/qo9klt9XDU8VZM/ujLhDOIdcTR/ZncNYxs1mDETaALMURNQALWCvWepyCkKfne5v+XVDcbgl+63fBqUmpk8TAjxtdaO9o1zXR5RMeHwBJWTlQDaAYxPSxIy8nTkAWlJTqR0gOJT0HCBvfvw4MODGHhgAMaoPdfVjJsIPx7G9h9tBwColSoWfHjqvrWRJyKoO7NuXCswf7MfgN3BIPZGDJn+DPwL/btGbImK3cajPI3X3+AJrqs2uvd2rinlSgDfLkBZREVFcKt6Kidam7YQwDcA9API5N/XcEHD2ZWHVb7DkcLKxFQjs4A9DaD3V712f9oc4RHjug74F/rRfHUzgi2TpxiYSRObvrQJh/7XofDWeXcdz4Qz2HzrZsjM7udZ8OEFaHhvw2x/a0Rz7vzH092feE1p8orJc/xNKUdVIY5u7Wjf7kRtRE7iyCyVFT2k7wTwVwCTFlZEnoi8YMbNwcJXRUIRaP5cM5besBSVR1VCCdgfTZ56D6qPr0bz55px6DcOnTLIAnarrtpTa8cFWQDwNfiw7EvLEFgagKqpmH/J/F2dDojc5rHz/Eu+/AmRmKYn7dUMslSuODJLZUdr07wA/gP27mDjtoMKHhxsaryg8TNCFZxPTkRFSc1a1jV3Z7rP3Km2CCGQsqz72jZt/KDTdRE5hSOzVHb0kJ4FcAfsjRTGrQRKvpXs10P6Q44URkQ0A6ZXUX58VaDlu2dbkZiwNgcU5SqnayJyEkdmqWxpbdplAN4LYNKf5poubXp/oDlwfOGrIiKaIUtasHDWuk+/udLpUoicxJFZKmcPARiCPd1gnIH7Bx4xYsbOwpdERDQzImV9nUGWiGGWypge0pMAfgJAA+DPv09mpTn48OCfrayVdKQ4IqI9EHHzBVmhft3pOoiKAcMslTU9pL8F4C4AiwGMaz6a6ctEoy9F7+VUHCIqKilrWFaql6y7ch0/nIjAMEsEAM8CeAHAkol3xEKxLYktiecLXhER0RSkJS3LsD607sp1kb2fTVQeGGap7OkhXQK4G8BOAJO66YcfCT+bjWS3FrwwIqIJzIR52/rr2p9xug6iYsIwS4Rd82d/DMAHoGLcnRJy4IGBe6yUNeJEbUREAGAmzJWeKs+/OV0HUbFhmCXKye0O9nMACzCh/6wxYiQjz0T+Ii1pOlIcEZU1M2luh4L3cp4s0WQMs0R59JD+GuyWXZPmzyY2JnpH140+XviqiKicWSlLN6LG2Rs+vyHmdC1ExYhhlmiy+wBsBLBw4h1DzwytSe9Mv1H4koioHFlZK5vqSV286V82dTpdC1GxYpglmiC33e3PAGRg96AdZ+D+gYeMUWOg4IURUVmRlrQSmxMrtv7XVi74ItoDhlmiKeghfRj2grB6AN78+6yUlR18YPB3XBBGRHMpsSXxo85vd97udB1ExY5hlmgaekjfCOAPsOfPjt9QYSCjDz48eJeVsRKOFEdEJS3ZlXwg/Ej4ZqfrIHIDhlmiPXsSwGoAzRPvSHWnIpEnI3dLQ2YKXxYRlap0X/rVgb8NXKqHdMvpWojcgGGWaA9yP0x+C2AQQOPE+xObEzuHnh36gzSlUejaiKj0ZIeyXSNrRt6Vm7tPRDPAMEu0F3pIjwP4AQAT9hzacUbfHO2Kror+VUrJ/o9EtN+MUSMSWxc7p/+v/ZyPT7QPGGaJZkAP6f0AvgN7h7CaSfe/qm/U/6E/wDxLRPvDTJmJ+Ib4Bb139LIFF9E+YpglmiE9pHcD+C6AagCVE++PvhBdG98Qf6LghRGRq1mGZcQ74v+0/fbtq52uhciNGGaJ9oEe0rcA+B/Y82eDE++PPBlZldiSeLHghRGRK0lLysTGxL9u+8G2e5yuhcitGGaJ9pEe0t8EcDuABbCnHYwz+NDgU6nu1GsFL4yIXEVa0hrdMPq9yJOR7zldC5GbMcwS7Qc9pK+B3eWgGYBn4v399/Y/nO5Pbyh0XUTkDtKUpr5G/8nQ34f+WQ/pnGxPdAAYZon237MA/gJgKQB13D0Ssv+v/fdmI9mtDtRFREVMmtIYfnH4N9FV0VvYS5bowDHMEu2n3GjKQwAeAdCCCbuEyaw0+/7a9ydjxOhxoj4iKj6WYWUjf4/8MRaKrdBDOjdcIZoFDLNEByAXaP8M4HnYgXYcK2lld/5p513ZoexbBS+OiIqKlbXSkccjv4+3x2/UQ/qo0/UQlQrBvphEB05r07wArgHQBmDbxPuFRyhNlzZd4l/gP6bgxRGR46yMlQo/Fr4r+Vbyy3pIjzpdD1EpYZglmiVamxYAcBOAQwFMObVg/sXzzw8uC769oIURkaOslJUYfHTwjtS21K16SI85XQ9RqWGYJZpFWptWCeDLABZjmkA777x5Z1S1Vp1b0MKIyBFm0owPPjz403RP+mu5rbGJaJYxzBLNMq1NqwJwPYAjAGwHMOl/sroz646rPr76A0IIMfE+IioNZtyMDT40+MP0zvR/6yE96XQ9RKWKYZZoDmhtmh/AZwGcBHsO7aT2O9oJ2uG1p9VeJlQxqU8tEbmbETNGBh8c/H5mIPNtPaSnna6HqJQxzBLNEa1N8wD4GIBzYY/QGhPPqWytXFJ/Tv0VilcJFLo+IpobxogxPPDAwG3ZSPZ/2H6LaO4xzBLNIa1NUwB8AMAHYc+hnfSDLdASaGx8X+PHFb+iFbo+IppdmcFM3+Ajg7cZw8btekif9AssEc0+hlmiOaa1aQLA2QA+CaAPwKS5c775Pm3+xfM/oVaoDYWtjohmS3xzvD3yeOQ70pD/p4d00+l6iMoFwyxRgWht2okArgMwBGBSex5PjSfY9MGmKzw1nuaCF0dE+02a0oi+HF2tr9FvB/AnblFLVFgMs0QFpLVprbB70aYADE+8Xwko3qZLmy71NfgOL3hxRLTPrJSlDz46+EJqW+o3AO7N7QpIRAXEMEtUYFqb1gLgi7C3kx6cdIKAaDi/4cyKwyvOZusuouKVHc72DNw3sMrQjd8AeIxBlsgZDLNEDtDatCYAtwCoAbBzqnOqllctqzuz7lLFp1QWtDgi2qvEW4l14YfDL0tT/lAP6W86XQ9ROWOYJXKI1qbVwZ5yMO1uYd553qrGCxs/5K3zLitkbUQ0NWlJc+SVkZdGXh55EcAP9ZDe53RNROWOYZbIQbntb68BcAyAbgCTV0ArEI3va3xn8JDgmZx1QOQcK23Fwo+FX0h2Jh8FcIce0hNO10REDLNEjsttrnBR7jIAYHSq86rbqg+tPa32g4pXCRayPiICstHsjoH7Bl40Roy7ADzCjgVExYNhlqhIaG3acgDX5m72T3WOb75Pa7yg8TK27yIqnGRXcv3gQ4OrpCF/pIf0N5yuh4jGY5glKiJam9YA4GoAh2KaaQfCI5TGCxrfFTwoeGqh6yMqJ9KUWf1VfXV0VXQl7PmxO5yuiYgmY5glKjJam+aDvf3t+2DvGDblvDztJO3ImrfXXKR4lEAh6yMqB9nh7PbwI+FXM4OZ5wD8Wg/pcadrIqKpMcwSFSmtTWuDPUprwp5LO4l/kb+u4b0Nl3mqPQsLWhxRiZKmzMbWxZ4ffnZ4B4B7ATzIrWmJihvDLFERy/WjvRbAUtjTDiYtOhFeoTZe0PjuQEvgZG6yQLT/stHstvBj4eczfZkUgJ/pIf0fTtdERHvHMEtU5LQ2zQ/gcgDvhr3BQnKq8yqPrGyuPaP2/Z4qz/xC1kfkdtKU2dH1o88MPT20A/bUntv1kD5l72ciKj4Ms0QuoLVpAsBJAD4LIA0gPNV5wiOU+nPrT6s8vPIdQhWeQtZI5EbZaHZ7+PHwM5mdGQB4EMBDekhPO1wWEe0DhlkiF9HatEUArgOwEPauYVP2uvQv8tfNO3feBd553kMKWR+RW0hTZkc35EZjJfoA/FIP6W85XRcR7TuGWSKX0dq0AICPAjgbwBCAkenOrT2tdnn1cdXnKT6lskDlERU9jsYSlRaGWSIXyk07aAVwFYAGAL0AjKnOVavVQMN5De/2L/Yfz/VhVM6kKY3RDaNPDz091AuJQQC/0EP6VqfrIqIDwzBL5GK5UdrzAXwAQArTtPACgMqjKpfWnV53oVqpNhaqPqJikR3OdkaeiLyQ3pkG7NHYBzkaS1QaGGaJSoDWpjUDuBLA4bBXY0/Z8UB4hTrvXfNOrzi04kwuEKNyYMbNgZFXR56KhWJp2L/s/VIP6VucrouIZg/DLFGJ0No0FcBpAK4A4AGwA8CU/4P7m/31886dd6G3zntQAUskKhgrbcVG148+M/zCcBckagA8DHs0NuV0bUQ0uxhmiUqM1qbVAfgwgFMBRADo051be1rt8qpjq85RA2ptoeojmkvSkOnElsTKoWeHXrFSVhOAQXA0lqikMcwSlaDcArGjYS8Qq4M9SjvlAjHhEUrdWXUnVB5ZeZbiU6oKWCbRrJGWtFLdqVeHnhl63oga1QB8AB4FR2OJSh7DLFEJ09q0IID3AbgQQAL2KNWUlIDirXtH3dsrDqs4XfEogULVSHSg0v3pDcPPDz+V7k0rAKoAvALgXj2k9zlcGhEVAMMsURnQ2rSlAD4J4BDsYYEYYLfyqj+7/ozgsuDbuUiMill2JNs9smrkiXhHXAcwD8AmAH9kuy2i8sIwS1QmcgvEzgBwGYBK2KF22tZE3nneqroz604PLAmcyFBLxcRMmBE9pP9dX6NvA9AEoB/A7wGs00P6lLviEVHpYpglKjO5qQfvAHAxAC/sUJud7nxvvbey9oza04ItwZOEKrwFKpNoEjNhhuMb46uGXxx+EyYWAogD+DOAVXpIn/Y9TESljWGWqExpbVo1gHcDeC8AAWAnAHO68z21noq6M+pOCS4Lniw8wl+gMomQjWS3xt6MvRwLxToBLMgdfgDAU3pITzhYGhEVAYZZojKntWn1sAPtubA7HvRjD6FWrVYDdWfWnRI8KHiy4lWCBSqTyow0pZHemX5jZM3Iy6ltqTDs6QR+AM/A7lAw7GyFRFQsGGaJSogQogrACtjzYg+GPX3gNQA/lVLes6fHam1aE+zOB2fCDrN92EOoFT7hqTmp5qiKwytO9NZ4l8zSt0BlzkpbsWRnck10VfRVY8RIAmiA3aEgBOCvekjvdbZCIio2DLNEJUIIcQTsXY4OmeaU3wL4jJRy2oAKAFqbNh/A+bDn1VqwR2qn7FE7JrAs0Kgdp53gb/a/jW29aH8YMWNHvD3+8sgrI+ulIQXskVgvgI0A7gOwSQ/p/IFFRJMwzBKVACHEPACvAlgGezT2GwDuAaAC+BSAG3OnflVK+fWZPKfWpjUAOA/AOblDO7GXUKv4FY92knZ05WGVJ3pqPM37+n1QeZFSysxApj22NvZyvD3eDSAAYD7sX6JeBPAUgB6GWCLaE4ZZohIghPgxgOtyN6+QUv5hwv2/AvBpACkAS6SU4Zk+t9amzQPwrtxFBTAEYHRvjwseHGyqPq76hMCiwLFcMEb5pCHTye7kP0ZWj6zO9GVGANQAqIXdneBRACv1kB51tEgicg2GWSKXE0LUw57f6gXwgpTyrCnOORrAm7mbV0spf76vr6O1aRqAE2FPQWgEkAEwgD3MqwXsncVqTq45puLQihM8mmfxvr4ulQZpykxmMLMpsTWxPvZ6bIvMSBP2KGwAQA+ABwGs1UN6xtFCich1GGaJXE4I8UkAv8nd/LyU8hfTnBeDvZDmDinlp/f39bQ2TQFwKICzAZwMe7Q2DHtUbY+ChwQXaMdpJ/gX+o8VHuHb3xrIHaQps5lwZlNya3J97PXYZittGbB/6WqC/b75B4DHAWzmVAIi2l8Ms0QuJ4S4A8BVuZvLpZRvTnPeFtiLwx6WUl44G6+ttWk12D1a2wB7R7EB2HMep6/ZK9SqY6oOCh4UPMLf5D9c8SvabNRDzpOmNDKRzObkW8n1sbWxTVbKGtvMoBL2eyQL4O8AntNDer9jhRJRyWCYJXI5IcTLAN6eu1khpUxOc96RsP+kG5NSzure9bnR2sNgj9aO1RLBDEZrAXvEtvLwyiP8i/yHq1XqIiHEbJZHc0ya0shGslsSnYn1sbWxjVZyV4D1wQ6wXgDDAB4CsFoP6TN6XxARzQTDLJHLCSF2AFgIYERKWet0PbnR2pNgj9bOg73obBB7Ga0d423wVlcdXXV4YEngCG+d9yChCs/cVUv7S1rSzEayW5KdyfX6Wn2jlbDG5rp6Yc+p9sL+b/8SgDUAtughfY/dMIiI9gfDLJHL5c2F7ZNSLnS6njG50drDYbf2OgH2lrlJ2N0Q9rhobIwSULxVx1QdHFwWPMI333e44lMq56xg2iszboYzkUxnuifdObp+9C0zbqZzd3mxewQ2A2AVgFdgB9jsNE9HRDQrGGaJXE4IYcBeTNMtpVzqdD1TyY3WHgF7wdixsOu1YC8cS+/hoeNUHFGxuPKwyiN8jb6D1Cp1AUdt55aZNIezkWxnqjfVmdiU6MpGsvkt2TywA6wP9jzYlwGshr2YiwGWiAqGYZbI5YQQo7AX1wxIKZucrmdvtDbND3sh2nEAToE9qiwBRAHEZvxEKpTgsuD8QHNgsa/Rt9hT61mkVqrzBSfc7hdpScuMm/3Z4WxPpi/Tndia2J7pz4xMOG1igF2N3QGWLbWIyBEMs0QulzdnNiWlDO7hvDdg/9n/SSnl+wtV357kpiI0AzgawKm5rwF74dgwZjjPdowSULzBg4ML/Yv8i3wNvsWeGs9iNajWzWrRJcLKWkljxOjOhrM9qZ5Ud2Jrojdv4Va+CtgbGnhg7wC3BvYo7CY9pM94VJ2IaK4wzBK5nBDiRQCn524ukFJO2e4oL/T+RUp5eaHq2xdam1YPezrCqQCOAqDAHgEcwj5MR8jn0TzB4MHBRf6F/sXeeu9iT41nkeJTqmat6CImLWlZaStqxs2IOWpGjBEjkolkIpm+TCQzkNGneVgQdnj1wp7nPAi7H+x6MMASURFimCVyOSHEjwBcn7t5oZTy4SnOCcIe7RQAviul/FIBS9wvWpsWhL05w/Gwe9lWwp6OANjb6cZgjxTuM7VaDfgafTXeOm+Np8ZTo1apNWqFWqMG1VoloNQIn6hyy3QFKSVkRupmwg6s2ZFsxBg2hjL9mUhqZ2oY5l5Htytgbyfrzd0eBrAWdnjtBBDlhgZEVMwYZolcTgjxLgBP5m7+Vkp51RTnnAfgsdzNj0op/1io+maD1qYJAHUAFgFYBqAV9rzbsdFDE3a4HcU+Tk2YivAIxdvg1XwNvhpPjafGU+2pUSvVGqVCqVUDao3wiQqhCA8EPEIRyoG+Xj5pSUuaMi0Nmcpdp2VWpmRWpq2sZV+nrZShG9HMYCaS3pEeytuYYG9UABrsecqA/e+uH3Zw3Qg7vEYYXonITRhmiVwuN4K4AcCRsEcqz5JSrsq73wPgGQBnwA57C6WUo1M9l5vk5ts2AlgM4GDYAbcFdkATsKcn6AAS2D2iO/sEhOJXPIpP8QivUHPXHuEVHsWreIT9jyo8ef8oQrHS9j9m0kxZSSttxs2UGTfT+xBM90SFPeIahL1Rxtj3bwDYDOBNAF0AevSQ7vr3AhGVN4ZZohIghDgFwPOwRyp1AF8B8ATssPc1AO/KnXqrlPJbTtRYCFqb5gWwAPYI7uGwA/5C2KO1AvYcXAN2M/907tqtjfwV2GF17ALYoXVsnvEOAN0AtsOe9xoG0KeH9Bn1+CUicguGWaISIYQ4H8CfYP8ZeSq/BHC1lPKA/wzvJlqbFgAwH/a80Nrc1wsANMEO+37snpowNmUgP+xmMJcju5MpsDsHqLnrsa/92N2fV+SuBwD0AtgGe7pAJHeJcaoAEZULhlmiEiKEWADgiwDeD2Ap7B23XgHwYynlQ07WVoxyc3H9sENuTe5SB3s0tyl3qcXuMLunD0yRdz12sfIuKuygKvMuEx87NnKcyLuM5q4HYY+2jgXWqB7Sy+oXEyKiqTDMEhHtgdamqbAXTOWPknqmuUy8zw97gwEf7FHeUewe8Z3yWg/pbp32QETkCIZZIiIiInKtWW0pQ0RERERUSAyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5FoMs0RERETkWgyzRERERORaDLNERERE5Fr/H1FhdaWvC5+lAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "#0.1表示将B那一块凸显出来\n",
    "explode = (0,0.1,0,0) \n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "# explode=explode 将B那一块凸显出来\n",
    "# shadow=True 显示阴影\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'},explode=explode,shadow=True)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-角度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "#0.1表示将B那一块凸显出来\n",
    "explode = (0,0.1,0,0) \n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "# explode=explode 将B那一块凸显出来\n",
    "# shadow=True 显示阴影\n",
    "#startangle，起始角度，0，表示从0开始逆时针转，为第一块。选择从60度开始\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'},explode=explode,shadow=True,startangle=60)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-圆心距离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ 'A','B','C','D']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "#0.1表示将B那一块凸显出来\n",
    "explode = (0,0.1,0,0) \n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "# explode=explode 将B那一块凸显出来\n",
    "# shadow=True 显示阴影\n",
    "#startangle，起始角度，0，表示从0开始逆时针转，为第一块。选择从60度开始\n",
    "#pctdistance，百分比的文本离圆心的距离为0.5\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'},\n",
    "        explode=explode,shadow=True,startangle=60,pctdistance = 0.5)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制饼状图-提示标签"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#定义饼状图的标签，标签是列表\n",
    "labels =[ '十五','三十','四十五','十']\n",
    "\n",
    "#每个标签占多大，会自动去算百分比\n",
    "x = [15,30,45,10]\n",
    "\n",
    "#0.1表示将B那一块凸显出来\n",
    "explode = (0,0.1,0,0) \n",
    "\n",
    "# 绘制饼图,autopct='%.0f%%' 显示百分比\n",
    "# textprops = {'fontsize':30, 'color':'k'} 大小为30，颜色为黑色\n",
    "# explode=explode 将B那一块凸显出来\n",
    "# shadow=True 显示阴影\n",
    "#startangle，起始角度，0，表示从0开始逆时针转，为第一块。选择从60度开始\n",
    "#pctdistance，百分比的文本离圆心的距离为0.5\n",
    "plt.pie(x,labels=labels,autopct='%.0f%%', textprops = {'fontsize':30, 'color':'k'},\n",
    "        explode=explode,shadow=True,startangle=60,pctdistance = 0.5)\n",
    "\n",
    "# 设置x，y轴刻度一致，这样饼图才能是圆的\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 案例：芝麻信用失信用户分析\n",
    "> 关于pie函数的参数我们讲了,接下来通过案例，来绘制一个个性化的饼图。关于绘图数据，我们借用芝麻信用近300万失信人群的样本统计数据，该数据显示，从受教育水平上来看，中专占比25.15%，大专占比37.24%，本科占比33.36%，硕士占比3.68%，剩余的其他学历占比0.57%。对于这样一组数据，我们该如何使用饼图来呈现呢？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# 设置绘图的主题风格\n",
    "plt.style.use('ggplot')\n",
    "# 中文乱码和坐标轴负号的处理\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "plt.rcParams['figure.figsize']=[12,12]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构造数据\n",
    "x = [0.2515,0.3724,0.3336,0.0368,0.0057]\n",
    "\n",
    "# 提示标签\n",
    "labels = ['中专','大专','本科','硕士','其他']\n",
    "\n",
    "# 用于突出显示大专学历人群\n",
    "explode = [0,0.1,0,0,0]\n",
    "\n",
    "# 自定义颜色\n",
    "colors=['#9F79EE','#4876FF','#EE9A00','#EE4000','#FFD700']\n",
    "\n",
    "# 将横、纵坐标轴标准化处理，保证饼图是一个正圆，否则为椭圆\n",
    "plt.axes(aspect='equal')\n",
    "\n",
    "# 控制x轴和y轴的范围\n",
    "plt.xlim(0,4)\n",
    "plt.ylim(0,4)\n",
    "\n",
    "# 绘图数据\n",
    "plt.pie(x, # 绘图数据\n",
    "        explode=explode, # 突出显示大专人群\n",
    "        autopct='%1.1f%%', # 设置百分比的格式，这里保留一位小数\n",
    "        pctdistance=0.6, # 设置百分比标签与圆心的距离\n",
    "        labeldistance=1.2, # 设置教育水平标签与圆心的距离\n",
    "        startangle = 180, # 设置饼图的初始角度\n",
    "        radius = 1.5, # 设置饼图的半径\n",
    "        counterclock = False,\n",
    "        wedgeprops = {'linewidth': 1.5, 'edgecolor':'green'}, # 设置饼图内外边界的属性值\n",
    "        textprops = {'fontsize':16, 'color':'k'}, # 设置文本标签的属性值\n",
    "        center = (2,2), # 设置饼图的原点\n",
    "        frame = 1, # 是否显示饼图的图框，这里设置显示\n",
    "        labels=labels, # 添加教育水平标签\n",
    "        colors=colors # 设置饼图的自定义填充色\n",
    "       )\n",
    "\n",
    "# 删除x轴和y轴的刻度\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "\n",
    "# 添加图标题\n",
    "plt.title('芝麻信用失信用户教育水平分布')\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
